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Awesome-Vision-Mamba-Models

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[NEWS.2024/11/10] The latest version of our paper (v3) is now available! This update includes numerous high-quality papers on visual Mamba.

[NEWS.2024/09/26] 🎉🎉🎉Congratulations to VMamba on being accepted in NeurIPS 2024.

[NEWS.2024/07/06] The updated version of our paper is now available!

[NEWS.2024/05/02] 🎉🎉🎉Congratulations to Vision Mamba on being accepted in ICML 2024.

[NEWS.2024/04/29] Our paper is released!

📢NOTE: If you have any questions, please don't hesitate to contact us at any of the following emails: cseruixu@ust.hk, syangcw@connect.ust.hk, ywangrm@connect.ust.hk, yu.cai@connect.ust.hk.

Mamba, a novel state space model, has gained recognition across diverse domains for its exceptional performance and efficient computational complexity. By addressing the limitations inherent in traditional visual foundation architectures, Mamba emerges as a promising contender poised to catalyze advancements in the field of computer vision.

:star: This repository hosts a curated collection of literature associated with Mamba models in computer vision. Feel free to star and fork. For further details, refer to the following paper:

Visual Mamba: A Survey and New Outlooks<br/> Rui Xu, Shu Yang, Yihui Wang, Yu Cai, Bo Du, Hao Chen<br/> SMART Lab, The Hong Kong University of Science and Technology<br/> <br/>

If you find this repository is useful for you, please cite our paper:

@misc{2024visual_mamba,
      title={Visual Mamba: A Survey and New Outlooks}, 
      author={Rui Xu and Shu Yang and Yihui Wang and Yu Cai and Bo Du and Hao Chen},
      year={2024},
      eprint={2404.18861},
      archivePrefix={arXiv},
      primaryClass={cs.CV}
}

Other works of HKUST SMART Lab:

@inproceedings{MambaMIL,
  author       = {Shu Yang and Yihui Wang and Hao Chen},
  title        = {MambaMIL: Enhancing Long Sequence Modeling with Sequence Reordering in Computational Pathology},
  booktitle    = {International Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI)},
  volume       = {15004},
  pages        = {296--306},
  publisher    = {Springer},
  year         = {2024}
}

Mamba
Related Survey
Visual Mamba Backbone Networks
Vision Application (Modality)
Valuable Insights
Other Domains

Mamba

Date	Paper	Figure	Link	Code
Arxiv 23.12.01 (COLM 2024)	Mamba: Linear-Time Sequence Modeling with Selective State Spaces		Link	Code
Arxiv 24.05.31 (ICML 2024)	Transformers are SSMs: Generalized Models and Efficient Algorithms Through Structured State Space Duality		Link	Code

Related Survey

Date	Paper	Link
Arxiv 24.04.15	State Space Model for New-Generation Network Alternative to Transformers: A Survey	Link
Arxiv 24.04.24	A Survey on Visual Mamba	Link
Arxiv 24.04.24	Mamba-360: Survey of State Space Models as Transformer Alternative for Long Sequence Modelling: Methods, Applications, and Challenges	Link
Arxiv 24.05.07	Vision Mamba: A Comprehensive Survey and Taxonomy	Link
Arxiv 24.06.05	Computation-Efficient Era: A Comprehensive Survey of State Space Models in Medical Image Analysis	Link
Arxiv 24.06.24	Venturing into Uncharted Waters: The Navigation Compass from Transformer to Mamba	Link
Arxiv 24.08.02	A Survey of Mamba	Link
Arxiv 24.10.03	A Comprehensive Survey of Mamba Architectures for Medical Image Analysis: Classification, Segmentation, Restoration and Beyond	Link
Arxiv 24.10.04	Mamba in Vision: A Comprehensive Survey of Techniques and Applications	Link

Visual Mamba Backbone Networks

Detailed Performance Comparison

Date	Paper	Figure	Link	Code
Arxiv 24.01.17 (ICML 2024)	Vision Mamba: Efficient Visual Representation Learning with Bidirectional State Space Model	<img width="684" alt="image" src="https://github.com/Ruixxxx/Awesome-Vision-Mamba-Models/assets/74030174/6d32c807-3d2f-457e-8927-fa4bbe595064">	Link	Code
Arxiv 24.01.18 (NeurIPS 2024)	VMamba: Visual State Space Model	<img width="806" alt="image" src="https://github.com/Ruixxxx/Awesome-Vision-Mamba-Models/assets/74030174/039e24f6-5f89-4772-bb84-7409aeef4da0"> <img width="833" alt="image" src="https://github.com/Ruixxxx/Awesome-Vision-Mamba-Models/assets/74030174/75158bbf-18e9-45fc-93e0-7d84c062ed0d">	Link	Code
Arxiv 24.02.08 (ECCV 2024 Oral)	Mamba-ND: Selective State Space Modeling for Multi-Dimensional Data	<img width="712" alt="image" src="https://github.com/Ruixxxx/Awesome-Vision-Mamba-Models/assets/88369000/0ee52771-63ec-4e1d-bd24-aff9fe83c8e6">	Link	Code
Arxiv 24.03.14	LocalMamba: Visual State Space Model with Windowed Selective Scan	<img width="710" alt="image" src="https://github.com/Ruixxxx/Awesome-Vision-Mamba-Models/assets/88369000/1c2bcfb8-72d0-4f33-b561-f926952455ff">	Link	Code
Arxiv 24.03.15	EfficientVMamba: Atrous Selective Scan for Light Weight Visual Mamba	<img width="719" alt="image" src="https://github.com/Ruixxxx/Awesome-Vision-Mamba-Models/assets/88369000/7e034c04-3359-456e-a2b3-720b4b37e975">	Link	Code
Arxiv 24.03.22	SiMBA: Simplified Mamba-based Architecture for Vision and Multivariate Time series	<img width="622" alt="image" src="https://github.com/Ruixxxx/Awesome-Vision-Mamba-Models/assets/88369000/bef43ea0-0d1e-4c2f-93e1-231b41394195">	Link	Code
Arxiv 24.03.26 (BMVC 2024)	PlainMamba: Improving Non-Hierarchical Mamba in Visual Recognition	<img width="713" alt="image" src="https://github.com/Ruixxxx/Awesome-Vision-Mamba-Models/assets/88369000/d1170f9a-b9b2-4c4d-ab44-cd6c52a07c8d">	Link	Code
Arxiv 24.03.29	MambaMixer: Efficient Selective State Space Models with Dual Token and Channel Selection		Link
Arxiv 24.05.23 (NeurIPS 2024)	Multi-Scale VMamba: Hierarchy in Hierarchy Visual State Space Model		Link	Code
Arxiv 24.05.23	Scalable Visual State Space Model with Fractal Scanning		Link
Arxiv 24.05.23	Mamba-R: Vision Mamba ALSO Needs Registers		Link	Code
Arxiv 24.05.29	Vim-F: Visual State Space Model Benefiting from Learning in the Frequency Domain		Link	Code
Arxiv 24.06.11	Autoregressive Pretraining with Mamba in Vision		Link	Code
Arxiv 24.07.10	MambaVision: A Hybrid Mamba-Transformer Vision Backbone		Link	Code
Arxiv 24.07.18	GroupMamba: Parameter-Efficient and Accurate Group Visual State Space Model		Link	Code
Arxiv 24.07.26	VSSD: Vision Mamba with Non-Causal State Space Duality		Link	Code
Arxiv 24.08.30	Stochastic Layer-Wise Shuffle: A Good Practice to Improve Vision Mamba Training		Link	Code
Arxiv 24.09.15	SparX: A Sparse Cross-Layer Connection Mechanism for Hierarchical Vision Mamba and Transformer Networks		Link	Code
Arxiv 24.09.18	Distillation-free Scaling of Large SSMs for Images and Videos		Link
Arxiv 24.09.27 (NeurIPS 2024)	Exploring Token Pruning in Vision State Space Models		Link
Arxiv 24.10.01	MAP: Unleashing Hybrid Mamba-Transformer Vision Backbone's Potential with Masked Autoregressive Pretraining		Link
Arxiv 24.10.04	HRVMamba: High-Resolution Visual State Space Model for Dense Prediction		Link	Code
Arxiv 24.10.09 (NeurIPS 2024)	QuadMamba: Learning Quadtree-based Selective Scan for Visual State Space Model		Link	Code
Arxiv 24.10.14	GlobalMamba: Global Image Serialization for Vision Mamba		Link	Code
Arxiv 24.10.14	V2M: Visual 2-Dimensional Mamba for Image Representation Learning		Link	Code
Arxiv 24.10.19	Spatial-Mamba: Effective Visual State Space Models via Structure-Aware State Fusion		Link	Code

Vision Application

Image

Natural Image

Date	Paper	Figure	Link	Code	Task
Arxiv 24.02.06	U-shaped Vision Mamba for Single Image Dehazing	<img width="848" alt="image" src="https://github.com/Ruixxxx/Awesome-Vision-Mamba-Models/assets/88369000/3ca0831b-711c-4073-841e-2eba4f2e718d">	Link	Code	Dehazing/Low Light Enhancement/Deraining
Arxiv 24.02.08	Scalable Diffusion Models with State Space Backbone	<img width="588" alt="image" src="https://github.com/Ruixxxx/Awesome-Vision-Mamba-Models/assets/74030174/9d900e4b-4c3c-427a-a857-681a3f3470dd">	Link	Code	Image Generation
Arxiv 24.02.23 (ECCV 2024)	MambaIR: A Simple Baseline for Image Restoration with State-Space Model	<img width="708" alt="image" src="https://github.com/Ruixxxx/Awesome-Vision-Mamba-Models/assets/88369000/22041ebc-cae7-4e72-a537-a7af3429b6d8">	Link	Code	Super-resolution/Denoising
Arxiv 24.03.04	MiM-ISTD: Mamba-in-Mamba for Efficient Infrared Small Target Detection	<img width="847" alt="image" src="https://github.com/Ruixxxx/Awesome-Vision-Mamba-Models/assets/88369000/c38ffac7-65b7-452c-b0ec-c3a17f8de860">	Link	Code	Infrared Image Segmentation
Arxiv 24.03.13	Activating Wider Areas in Image Super-Resolution	<img width="700" alt="image" src="https://github.com/Ruixxxx/Awesome-Vision-Mamba-Models/assets/88369000/dfaf5b9a-19e0-4058-a4aa-a9af26df6334">	Link		Super-resolution
Arxiv 24.03.18	VmambaIR: Visual State Space Model for Image Restoration	<img width="485" alt="image" src="https://github.com/Ruixxxx/Awesome-Vision-Mamba-Models/assets/74030174/1126cd48-1c85-4c09-883f-c4a50b922fd0">	Link	Code	Image Restoration
Arxiv 24.03.20 (ECCV 2024)	ZigMa: A DiT-style Zigzag Mamba Diffusion Model	<img width="702" alt="image" src="https://github.com/Ruixxxx/Awesome-Vision-Mamba-Models/assets/88369000/3a14b8da-188b-4c00-a054-c4cb47562f9e">	Link	Code	Generation
Arxiv 24.03.27	Gamba: Marry Gaussian Splatting with Mamba for single view 3D reconstruction	<img width="564" alt="image" src="https://github.com/Ruixxxx/Awesome-Vision-Mamba-Models/assets/88369000/361b14b9-6291-47d1-b8e0-ae667db5aa22">	Link		3D Reconstruction
Arxiv 24.03.29	Learning Enriched Features via Selective State Spaces Model for Efficient Image Deblurring	<img width="730" alt="image" src="https://github.com/Ruixxxx/Awesome-Vision-Mamba-Models/assets/74030174/a84a1311-1ed4-4c51-828c-94b9e5b95578">	Link		Image Deblurring
Arxiv 24.04.04	InsectMamba: Insect Pest Classification with State Space Model	<img width="554" alt="image" src="https://github.com/Ruixxxx/Awesome-Vision-Mamba-Models/assets/74030174/2bb11b9a-c952-4f12-afd9-1ba2bce3ce9c">	Link		Image Classification
Arxiv 24.04.09 (NeurIPS 2024)	MambaAD: Exploring State Space Models for Multi-class Unsupervised Anomaly Detection	<img width="793" alt="image" src="https://github.com/Ruixxxx/Awesome-Vision-Mamba-Models/assets/88369000/0d601311-b0bf-48e1-b0d6-17ee9c3101d0">	Link	code	Anomaly Detection
Arxiv 24.04.11 (ACM MM 2024)	DGMamba: Domain Generalization via Generalized State Space Model	<img width="720" alt="image" src="https://github.com/Ruixxxx/Awesome-Vision-Mamba-Models/assets/88369000/50d5a8bb-d701-40a1-9f17-52a7d9c96221">	Link	Code	Domain Generalization
Arxiv 24.04.15 (ACM MM 2024)	FreqMamba: Viewing Mamba from a Frequency Perspective for Image Deraining	<img width="798" alt="image" src="https://github.com/Ruixxxx/Awesome-Vision-Mamba-Models/assets/88369000/430aabed-9c3f-40f5-b062-d748829d20fa">	Link	Code	Deraining
Arxiv 24.04.17	CU-Mamba: Selective State Space Models with Channel Learning for Image Restoration	<img width="1102" alt="image" src="https://github.com/Ruixxxx/Awesome-Vision-Mamba-Models/assets/88369000/d4c0ac33-8541-4cf0-84aa-bd5b0958516f">	Link		Denoising/Deblurring
Arxiv 24.04.22	MambaUIE: Unraveling the Ocean's Secrets with Only 2.8 FLOPs	<img width="687" alt="image" src="https://github.com/Ruixxxx/Awesome-Vision-Mamba-Models/assets/88369000/7e84a297-ea0f-4e27-b9cc-cdb36b2b0e6f">	Link	Code	Image Enhancement
Arxiv 24.05.03	FER-YOLO-Mamba: Facial Expression Detection and Classification Based on Selective State Space		Link	Code	Emotion recognition & Facial Expression Recognition & Detection
Arxiv 24.05.05 (CVPR 2024 Workshop)	DVMSR: Distillated Vision Mamba for Efficient Super-Resolution		Link	Code	Super-Resolution
Arxiv 24.05.05	SMCD: High Realism Motion Style Transfer via Mamba-based Diffusion		Link		Motion Style Transfer
Arxiv 24.05.06	Retinexmamba: Retinex-based Mamba for Low-light Image Enhancement		Link	Code	Image Enhancement
Arxiv 24.05.07	VMambaCC: A Visual State Space Model for Crowd Counting		Link		Crowd Counting
Arxiv 24.05.14	WaterMamba: Visual State Space Model for Underwater Image Enhancement	<img width="551" alt="image" src="https://github.com/Ruixxxx/Awesome-Vision-Mamba-Models/assets/74030174/2307c102-8490-44d7-bf66-add22160739d">	Link		Image Enhancement
Arxiv 24.05.16	IRSRMamba: Infrared Image Super-Resolution via Mamba-based Wavelet Transform Feature Modulation Model		Link	Code	Infrared Image Super-resolution
Arxiv 24.05.23	Efficient Visual State Space Model for Image Deblurring	<img width="540" alt="image" src="https://github.com/Ruixxxx/Awesome-Vision-Mamba-Models/assets/74030174/a1f85d94-136f-432b-ba51-de322b500539">	Link	Code	Image Deblurring
Arxiv 24.05.23	DiM: Diffusion Mamba for Efficient High-Resolution Image Synthesis		Link	Code	Generation
Arxiv 24.05.25	Scaling Diffusion Mamba with Bidirectional SSMs for Efficient Image and Video Generation	<img width="548" alt="image" src="https://github.com/Ruixxxx/Awesome-Vision-Mamba-Models/assets/74030174/e904635f-26e9-4690-b215-f9ea741bb354">	Link		Generation
Arxiv 24.05.25 (NeurIPS 2024)	MambaLLIE: Implicit Retinex-Aware Low Light Enhancement with Global-then-Local State Space		Link	Code	Image Enhancement
Arxiv 24.05.26	Image Deraining with Frequency-Enhanced State Space Model	<img width="439" alt="image" src="https://github.com/Ruixxxx/Awesome-Vision-Mamba-Models/assets/74030174/8fd63341-7281-4911-a506-a814f5fb56df">	Link		Image Deraining
Arxiv 24.05.28	MambaVC: Learned Visual Compression with Selective State Spaces	<img width="533" alt="image" src="https://github.com/Ruixxxx/Awesome-Vision-Mamba-Models/assets/74030174/9591e9ef-7984-4851-bf09-dee72676c5e4">	Link	Code	Visual Compression
Arxiv 24.05.29	FourierMamba: Fourier Learning Integration with State Space Models for Image Deraining		Link		Image Deraining
Arxiv 24.06.03	LLEMamba: Low-Light Enhancement via Relighting-Guided Mamba with Deep Unfolding Network		Link		Low-Light Enhancement
Arxiv 24.06.06	MambaDepth: Enhancing Long-range Dependency for Self-Supervised Fine-Structured Monocular Depth Estimation		Link		Depth Estimation
Arxiv 24.06.09	Mamba YOLO: SSMs-Based YOLO For Object Detection		Link	Code	Object Detection
Arxiv 24.06.12	PixMamba: Leveraging State Space Models in a Dual-Level Architecture for Underwater Image Enhancement		Link	Code	Image Enhancement
Arxiv 24.06.18	LFMamba: Light Field Image Super-Resolution with State Space Model		Link	Code	Super-resolution
Arxiv 24.06.13	Q-Mamba: On First Exploration of Vision Mamba for Image Quality Assessment		Link		Image Quality Assessment
Arxiv 24.06.23	Mamba-based Light Field Super-Resolution with Efficient Subspace Scanning		Link		Super-resolution
Arxiv 24.06.24	Vision Mamba-based autonomous crack segmentation on concrete, asphalt, and masonry surfaces		Link		Crack Segmentation
Arxiv 24.06.25 (WACV 2025)	SUM: Saliency Unification through Mamba for Visual Attention Modeling		Link	Code	Visual Saliency Prediction
Arxiv 24.07.02 (ECCV 2024)	MTMamba: Enhancing Multi-Task Dense Scene Understanding by Mamba-Based Decoders		Link	Code	Multi-Task Dense Scene Understanding
Arxiv 24.07.08	Mamba-FSCIL: Dynamic Adaptation with Selective State Space Model for Few-Shot Class-Incremental Learning		Link	Code	Few-Shot Class-Incremental Learning
Arxiv 24.07.11 (ICML 2024 Workshop)	Parallelizing Autoregressive Generation with Variational State Space Models		Link		Generation
Arxiv 24.07.12 (NeurIPS 2024)	Hamba: Single-view 3D Hand Reconstruction with Graph-guided Bi-Scanning Mamba		Link	Code	3D Hand Reconstruction
Arxiv 24.07.16	PADRe: A Unifying Polynomial Attention Drop-in Replacement for Efficient Vision Transformer		Link		Image Classification/Object Detection/Point Cloud Object Detection
Arxiv 24.07.22	Mamba meets crack segmentation		Link	Code	Segmentation
Arxiv 24.07.23	MxT: Mamba x Transformer for Image Inpainting		Link		Image Inpainting
Arxiv 24.07.25	ALMRR: Anomaly Localization Mamba on Industrial Textured Surface with Feature Reconstruction and Refinement		Link	Code	Anomaly Localization
Arxiv 24.07.27	Mamba-UIE: Enhancing Underwater Images with Physical Model Constraint		Link	Code	Image Enhancement
Arxiv 24.07.27 (WBIR 2024 Workshop)	Mamba? Catch The Hype Or Rethink What Really Helps for Image Registration		Link	Code	Image Registration
Arxiv 24.08.01	MonoMM: A Multi-scale Mamba-Enhanced Network for Real-time Monocular 3D Object Detection		Link		Monocular 3D Object Detection
Arxiv 24.08.02 (ACM MM 2024)	Wave-Mamba: Wavelet State Space Model for Ultra-High-Definition Low-Light Image Enhancement		Link	Code	Image Enhancement
Arxiv 24.08.04	DeMansia: Mamba Never Forgets Any Tokens		Link	Code	Classification
Arxiv 24.08.05	LaMamba-Diff: Linear-Time High-Fidelity Diffusion Models Based on Local Attention and Mamba		Link		Generation
Arxiv 24.08.06	Pose Magic: Efficient and Temporally Consistent Human Pose Estimation with a Hybrid Mamba-GCN Network		Link		Human Pose Estimation
Arxiv 24.08.07	PoseMamba: Monocular 3D Human Pose Estimation with Bidirectional Global-Local Spatio-Temporal State Space Model		Link		Human Pose Estimation
Arxiv 24.08.11	Neural Architecture Search based Global-local Vision Mamba for Palm-Vein Recognition		Link		Palm-Vein Recognition
Arxiv 24.08.16	QMambaBSR: Burst Image Super-Resolution with Query State Space Model		Link		Super-Resolution
Arxiv 24.08.19	Multi-Scale Representation Learning for Image Restoration with State-Space Model		Link		Image Restoration
Arxiv 24.08.21	MambaOcc: Visual State Space Model for BEV-based Occupancy Prediction with Local Adaptive Reordering		Link	Code	Occupancy Prediction
Arxiv 24.08.21	MambaCSR: Dual-Interleaved Scanning for Compressed Image Super-Resolution With SSMs		Link	Code	Super-resolution
Arxiv 24.08.22	Scalable Autoregressive Image Generation with Mamba		Link	Code	Generation
Arxiv 24.08.23	O-Mamba: O-shape State-Space Model for Underwater Image Enhancement		Link	Code	Image Enhancement
Arxiv 24.08.27	ZeroMamba: Exploring Visual State Space Model for Zero-Shot Learning		Link	Code	Zero-Shot Learning
Arxiv 24.08.27	MTMamba++: Enhancing Multi-Task Dense Scene Understanding via Mamba-Based Decoders		Link	Code	Multi-Task Dense Scene Understanding
Arxiv 24.08.31	A Hybrid Transformer-Mamba Network for Single Image Deraining		Link	Code	Deraining
Arxiv 24.09.02 (ICPR)	DS MYOLO: A Reliable Object Detector Based on SSMs for Driving Scenarios		Link		Object Detection
Arxiv 24.09.09	DSDFormer: An Innovative Transformer-Mamba Framework for Robust High-Precision Driver Distraction Identification		Link		Driver Distraction Identification
Arxiv 24.09.11	Retinex-RAWMamba: Bridging Demosaicing and Denoising for Low-Light RAW Image Enhancement		Link	Code	Image Enhancement
Arxiv 24.09.15 (ECCV 2024 Workshop)	Famba-V: Fast Vision Mamba with Cross-Layer Token Fusion		Link	Code	Efficiency
Arxiv 24.09.16	Mamba-ST: State Space Model for Efficient Style Transfer		Link	Code	Style Transfer
Arxiv 24.09.20 (ACCV 2024)	OneBEV: Using One Panoramic Image for Bird's-Eye-View Semantic Mapping		Link	Code	Bird's-Eye-View Semantic Mapping
Arxiv 24.09.25	Semi-LLIE: Semi-supervised Contrastive Learning with Mamba-based Low-light Image Enhancement		Link	Code	Image Enhancement
Neurocomputing 24.09.28	MambaTSR: You only need 90k parameters for traffic sign recognition		Link	Code	Traffic Sign Recognition
Arxiv 24.09.29 (NeurIPS 2024)	Hybrid Mamba for Few-Shot Segmentation		Link	Code	Few-Shot Segmentation
Arxiv 24.10.05	Mamba Capsule Routing Towards Part-Whole Relational Camouflaged Object Detection		Link	Code	Camouflaged Object Detection
Arxiv 24.10.14	Hi-Mamba: Hierarchical Mamba for Efficient Image Super-Resolution		Link		Super-resolution
Arxiv 24.10.16	MambaBEV: An efficient 3D detection model with Mamba2		Link		3D Object Detection
Arxiv 24.10.21 (NeurIPS 2024)	START: A Generalized State Space Model with Saliency-Driven Token-Aware Transformation		Link	Code	Domain Generalization
Arxiv 24.10.25 (JAC 2024)	Topology-aware Mamba for Crack Segmentation in Structures		Link	Code	Crack Segmentation
Arxiv 24.10.27 (ACCV 2024)	Wavelet-based Mamba with Fourier Adjustment for Low-light Image Enhancement		Link	Code	Image Enhancement
Arxiv 24.10.28 (NeurIPS 2024)	ECMamba: Consolidating Selective State Space Model with Retinex Guidance for Efficient Multiple Exposure Correction		Link	Code	Multiple Exposure Correction
ACM MM 24.10.28	Realistic Full-Body Motion Generation from Sparse Tracking with State Space Model		Link		Motion Generation
Arxiv 24.10.30	Adaptive Multi Scale Document Binarisation Using Vision Mamba		Link		Document Binarisation
Arxiv 24.11.05	ShadowMamba: State-Space Model with Boundary-Region Selective Scan for Shadow Removal		Link		Shadow Removal
Arxiv 24.11.06	MambaPEFT: Exploring Parameter-Efficient Fine-Tuning for Mamba		Link		Parameter-Efficient Fine-Tuning
Arxiv 24.11.06 (NeurIPS 2024)	DiMSUM: Diffusion Mamba -- A Scalable and Unified Spatial-Frequency Method for Image Generation		Link	Code	Generation
Arxiv 24.11.10 (WACV 2025)	SEM-Net: Efficient Pixel Modelling for Image Inpainting with Spatially Enhanced SSM		Link	Code	Inpainting
Arxiv 24.11.11 (SPL 2024)	LFSamba: Marry SAM with Mamba for Light Field Salient Object Detection		Link	Code	Detection
Arxiv 24.11.12 (NeurIPS2024 Workshop)	Diverse capability and scaling of diffusion and auto-regressive models when learning abstract rules		Link		Rule Learning/Reasoning

Remote Sensing Image

Date	Paper	Figure	Link	Code	Task
Arxiv 24.03.28 (GRSL 2024)	RSMamba: Remote Sensing Image Classification with State Space Model		Link	Code	Remote Sensing Images Classification
Arxiv 24.04.02	Samba: Semantic Segmentation of Remotely Sensed Images with State Space Model	<img width="402" alt="image" src="https://github.com/Ruixxxx/Awesome-Vision-Mamba-Models/assets/88369000/c64ee6cc-ced1-4d27-b1af-27582f089fb0">	Link	Code	Semantic Segmentation
Arxiv 24.04.03 (GRSL 2024)	RS3Mamba: Visual State Space Model for Remote Sensing Images Semantic Segmentation	<img width="502" alt="image" src="https://github.com/Ruixxxx/Awesome-Vision-Mamba-Models/assets/88369000/1767d964-15ea-4085-a1f0-937cba3cf915">	Link	Code	Semantic Segmentation
Arxiv 24.04.03	RS-Mamba for Large Remote Sensing Image Dense Prediction	<img width="942" alt="image" src="https://github.com/Ruixxxx/Awesome-Vision-Mamba-Models/assets/88369000/4c47c3b7-5df8-4d77-93ba-d35263916f03">	Link	Code	Semantic Segmentation/Change Detection
Arxiv 24.04.04 (TGRS 2024)	ChangeMamba: Remote Sensing Change Detection with Spatio-Temporal State Space Model	<img width="1023" alt="image" src="https://github.com/Ruixxxx/Awesome-Vision-Mamba-Models/assets/88369000/476bf8d5-625e-4e65-ad19-bc14817c9a58">	Link	Code	Change Detection/Building Damage Assessment
Arxiv 24.04.12	SpectralMamba: Efficient Mamba for Hyperspectral Image Classification		Link	Code	Hyperspectral Image Classification
Arxiv 24.04.15	HSIDMamba: Exploring Bidirectional State-Space Models for Hyperspectral Denoising	<img width="947" alt="image" src="https://github.com/Ruixxxx/Awesome-Vision-Mamba-Models/assets/88369000/91ebd913-ef36-400e-a83c-8d24fc5536b3">	Link		Hyperspectral Denoising
Arxiv 24.04.28	S2Mamba: A Spatial-spectral State Space Model for Hyperspectral Image Classification		Link	Code	Hyperspectral Image Classification
Arxiv 24.04.29	Spectral-Spatial Mamba for Hyperspectral Image Classification		Link		Hyperspectral Image Classification
Arxiv 24.05.02	SOAR: Advancements in Small Body Object Detection for Aerial Imagery Using State Space Models and Programmable Gradients		Link	Code	Detection
Arxiv 24.05.02 (TGRS 2024)	SSUMamba: Spatial-Spectral Selective State Space Model for Hyperspectral Image Denoising		Link	Code	Hyperspectral Image Denoising
Arxiv 24.05.08 (TMM 2024)	Frequency-Assisted Mamba for Remote Sensing Image Super-Resolution	<img width="745" alt="image" src="https://github.com/Ruixxxx/Awesome-Vision-Mamba-Models/assets/74030174/51b4b08f-8086-4e57-8006-3e9ba06ff205">	Link	Code	Super-resolution
Arxiv 24.05.13	GMSR:Gradient-Guided Mamba for Spectral Reconstruction from RGB Images		Link	Code	Spectral Reconstruction from RGB Images
Arxiv 24.05.14	Rethinking Scanning Strategies with Vision Mamba in Semantic Segmentation of Remote Sensing Imagery: An Experimental Study		Link		Semantic Segmentation
Arxiv 24.05.16	RSDehamba: Lightweight Vision Mamba for Remote Sensing Satellite Image Dehazing		Link		Dehazing
Arxiv 24.05.17	CM-UNet: Hybrid CNN-Mamba UNet for Remote Sensing Image Semantic Segmentation		Link	Code	Semantic Segmentation
Arxiv 24.05.20	Mamba-in-Mamba: Centralized Mamba-Cross-Scan in Tokenized Mamba Model for Hyperspectral Image Classification		Link	Code	Hyperspectral Image Classification
Arxiv 24.05.21	3DSS-Mamba: 3D-Spectral-Spatial Mamba for Hyperspectral Image Classification		Link		Hyperspectral Image Classification
Arxiv 24.06.01	Dual Hyperspectral Mamba for Efficient Spectral Compressive Imaging		Link	Code	Spectral Compressive Imaging
Arxiv 24.06.06	CDMamba: Remote Sensing Image Change Detection with Mamba		Link	Code	Change Detection
Arxiv 24.06.09	HDMba: Hyperspectral Remote Sensing Imagery Dehazing with State Space Model		Link	Code	Dehazing
Arxiv 24.06.11	DualMamba: A Lightweight Spectral-Spatial Mamba-Convolution Network for Hyperspectral Image Classification		Link		Hyperspectral Image Classification
Arxiv 24.06.16	PyramidMamba: Rethinking Pyramid Feature Fusion with Selective Space State Model for Semantic Segmentation of Remote Sensing Imagery		Link	Code	Semantic Segmentation
Arxiv 24.07.08	A Mamba-based Siamese Network for Remote Sensing Change Detection		Link	Code	Change Detection
Arxiv 24.07.09	HTD-Mamba: Efficient Hyperspectral Target Detection with Pyramid State Space Model		Link	Code	Hyperspectral Target Detection
Arxiv 24.07.11	DMM: Disparity-guided Multispectral Mamba for Oriented Object Detection in Remote Sensing		Link	Code	Oriented Object Detection
Arxiv 24.07.11	GraphMamba: An Efficient Graph Structure Learning Vision Mamba for Hyperspectral Image Classification		Link	Code	Hyperspectral Image Classification
TGRS 24.07.19	MambaHSI: Spatial–Spectral Mamba for Hyperspectral Image Classification		Link	Code	Hyperspectral Image Classification
Arxiv 24.08.01	Empowering Snapshot Compressive Imaging: Spatial-Spectral State Space Model with Across-Scanning and Local Enhancement		Link		Snapshot Compressive Imaging
Arxiv 24.08.02	Multi-head Spatial-Spectral Mamba for Hyperspectral Image Classification		Link	Code	Hyperspectral Image Classification
Arxiv 24.08.02	WaveMamba: Spatial-Spectral Wavelet Mamba for Hyperspectral Image Classification		Link	Code	Hyperspectral Image Classification
Arxiv 24.08.02	Spatial-Spectral Morphological Mamba for Hyperspectral Image Classification		Link	Code	Hyperspectral Image Classification
Arxiv 24.08.21	UNetMamba: An Efficient UNet-Like Mamba for Semantic Segmentation of High-Resolution Remote Sensing Images		Link	Code	Semantic Segmentation
Arxiv 24.08.26	MSFMamba: Multi-Scale Feature Fusion State Space Model for Multi-Source Remote Sensing Image Classification		Link	Code	Hyperspectral Image Classification
GRSL 24.09.02	MambaFormerSR: A Lightweight model for Remote-Sensing Image Super-Resolution		Link		Super-resolution
Arxiv 24.09.05	UV-Mamba: A DCN-Enhanced State Space Model for Urban Village Boundary Identification in High-Resolution Remote Sensing Images		Link		Segmentation
Arxiv 24.09.10	PPMamba: A Pyramid Pooling Local Auxiliary SSM-Based Model for Remote Sensing Image Semantic Segmentation		Link		Semantic Segmentation
Arxiv 24.09.15	SITSMamba for Crop Classification based on Satellite Image Time Series		Link	Code	SITS Classification
Arxiv 24.10.07	IGroupSS-Mamba: Interval Group Spatial-Spectral Mamba for Hyperspectral Image Classification		Link		Hyperspectral Image Classification
Arxiv 24.10.07 (ECML/PKDD 2024 Workshop)	A Deep Learning-Based Approach for Mangrove Monitoring		Link	Code	Segmentation
Arxiv 24.10.08	Remote Sensing Image Segmentation Using Vision Mamba and Multi-Scale Multi-Frequency Feature Fusion		Link		Segmentation
Arxiv 24.10.17	RemoteDet-Mamba: A Hybrid Mamba-CNN Network for Multi-modal Object Detection in Remote Sensing Images		Link		Object Detection
ACM MM 24.10.28	VmambaSCI: Dynamic Deep Unfolding Network with Mamba for Compressive Spectral Imaging		Link		Compressive Spectral Imaging
Arxiv 24.11.12	MaDiNet: Mamba Diffusion Network for SAR Target Detection		Link	Code	SAR Target Detection
Arxiv 24.11.12	CDXFormer: Boosting Remote Sensing Change Detection with Extended Long Short-Term Memory		Link	Code	Change Detection

Medical Image

Date	Paper	Figure	Link	Code	Task
Arxiv 24.01.09	U-Mamba: Enhancing Long-range Dependency for Biomedical Image Segmentation		Link	Code	2D Medical Segmentation/ </br> 3D Medical Segmentation
Arxiv 24.01.24 (MICCAI 2024)	SegMamba: Long-range Sequential Modeling Mamba For 3D Medical Image Segmentation	<img width="635" alt="image" src="https://github.com/Ruixxxx/Awesome-Vision-Mamba-Models/assets/88369000/690c8341-1f17-4f8f-929a-d7f31094ad64">	Link	Code	3D Medical Segmentation
Arxiv 24.02.04	VM-UNet: Vision Mamba UNet for Medical Image Segmentation	<img width="544" alt="image" src="https://github.com/Ruixxxx/Awesome-Vision-Mamba-Models/assets/88369000/320dda01-12dc-4e37-992d-8551c99b475a">	Link	Code	2D Medical Segmentation
Arxiv 24.02.05	nnMamba: 3D Biomedical Image Segmentation, Classification and Landmark Detection with State Space Model	<img width="949" alt="image" src="https://github.com/Ruixxxx/Awesome-Vision-Mamba-Models/assets/88369000/2b1669ec-d1f5-4c6c-a743-1620ab83fef3">	Link	Code	3D Medical Segmentation
Arxiv 24.02.05 (MICCAI 2024)	Swin-UMamba: Mamba-based UNet with ImageNet-based pretraining	<img width="711" alt="image" src="https://github.com/Ruixxxx/Awesome-Vision-Mamba-Models/assets/88369000/2b1c8b89-2b8c-4273-ae25-833f87fc97c2">	Link	Code	2D Medical Segmentation
Arxiv 24.02.07	Mamba-UNet: UNet-Like Pure Visual Mamba for Medical Image Segmentation	<img width="698" alt="image" src="https://github.com/Ruixxxx/Awesome-Vision-Mamba-Models/assets/88369000/0a09dda6-986b-480d-8445-1db4a02f16f1">	Link	Code	2D Medical Segmentation
Arxiv 24.02.09	FD-Vision Mamba for Endoscopic Exposure Correction	<img width="666" alt="image" src="https://github.com/Ruixxxx/Awesome-Vision-Mamba-Models/assets/88369000/f87cc9c6-efa9-40ca-bf76-af7dd19b2277">	Link	Code	Endoscopic Exposure Correction
Arxiv 24.02.11 (KBS 2024)	Semi-Mamba-UNet: Pixel-Level Contrastive Cross-Supervised Visual Mamba-based UNet for Semi-Supervised Medical Image Segmentation	<img width="623" alt="image" src="https://github.com/Ruixxxx/Awesome-Vision-Mamba-Models/assets/88369000/e702b599-682b-42b0-8477-a72972843803">	Link	Code	2D Medical Segmentation
Arxiv 24.02.13	P-Mamba: Marrying Perona Malik Diffusion with Mamba for Efficient Pediatric Echocardiographic Left Ventricular Segmentation	<img width="717" alt="image" src="https://github.com/Ruixxxx/Awesome-Vision-Mamba-Models/assets/88369000/cbbc8a01-b1bb-44bf-8954-4485605a8326">	Link		2D Medical Segmentation
Arxiv 24.02.16	Weak-Mamba-UNet: Visual Mamba Makes CNN and ViT Work Better for Scribble-based Medical Image Segmentation	<img width="706" alt="image" src="https://github.com/Ruixxxx/Awesome-Vision-Mamba-Models/assets/88369000/909947ae-9ba2-47f9-b257-620663d55820">	Link	Code	2D Medical Segmentation
Arxiv 24.02.28	MambaMIR: An Arbitrary-Masked Mamba for Joint Medical Image Reconstruction and Uncertainty Estimation	<img width="733" alt="image" src="https://github.com/Ruixxxx/Awesome-Vision-Mamba-Models/assets/88369000/ea55e5c2-27bb-4155-a1b3-769fbb46c1f3">	Link	Code	Medical Image Reconstruction/Uncertainty Estimation
Arxiv 24.03.06	MedMamba: Vision Mamba for Medical Image Classification		Link	Code	2D Medical Classification
Arxiv 24.03.08	LightM-UNet: Mamba Assists in Lightweight UNet for Medical Image Segmentation	<img width="587" alt="image" src="https://github.com/Ruixxxx/Awesome-Vision-Mamba-Models/assets/88369000/20237455-6ec6-49a1-81ba-05553c69910d">	Link	Code	2D Medical Segmentation/ </br> 3D Medical Segmentation
Arxiv 24.03.08 (BIBM 2024)	MamMIL: Multiple Instance Learning for Whole Slide Images with State Space Models		Link		Cancer Subtyping
Arxiv 24.03.11 (MICCAI 2024)	MambaMIL: Enhancing Long Sequence Modeling with Sequence Reordering in Computational Pathology	<img width="516" alt="image" src="https://github.com/Ruixxxx/Awesome-Vision-Mamba-Models/assets/88369000/fc147a4e-8a81-4862-b222-b52929def042">	Link	Code	Cancer Subtyping/ </br> Survival Prediction
Arxiv 24.03.12	Large Window-based Mamba UNet for Medical Image Segmentation: Beyond Convolution and Self-attention	<img width="848" alt="image" src="https://github.com/Ruixxxx/Awesome-Vision-Mamba-Models/assets/88369000/2e91f2b6-e13d-48b1-9012-91b8ce5f1f43">	Link	Code	2D Medical Segmentation/ </br> 3D Medical Segmentation
Arxiv 24.03.12 (MICCAI 2024)	LKM-UNet: Large Kernel Vision Mamba UNet for Medical Image Segmentation		Link	Code	Medical Image Segmentation
Arxiv 24.03.13	MD-Dose: A Diffusion Model based on the Mamba for Radiotherapy Dose Prediction	<img width="683" alt="image" src="https://github.com/Ruixxxx/Awesome-Vision-Mamba-Models/assets/88369000/4440c5f1-1197-4295-b585-52314a144539">	Link	Code	Radiation Dose Prediction (Segmentation)
Arxiv 24.03.14 (ISBRA 2024)	VM-UNET-V2 Rethinking Vision Mamba UNet for Medical Image Segmentation	<img width="702" alt="image" src="https://github.com/Ruixxxx/Awesome-Vision-Mamba-Models/assets/88369000/3f285231-30db-4737-a790-e69f0646d155">	Link	Code	2D Medical Segmentation
Arxiv 24.03.20	H-vmunet: High-order Vision Mamba UNet for Medical Image Segmentation	<img width="748" alt="image" src="https://github.com/Ruixxxx/Awesome-Vision-Mamba-Models/assets/88369000/88ae6463-46e9-4c84-a658-160bbbf4d9cf">	Link	Code	2D Medical Segmentation
Arxiv 24.03.20	ProMamba: Prompt-Mamba for polyp segmentation	<img width="741" alt="image" src="https://github.com/Ruixxxx/Awesome-Vision-Mamba-Models/assets/88369000/56106afc-1d80-42db-bb9f-a6daaed7abc8">	Link		2D Medical Segmentation
Arxiv 24.03.25	CMViM: Contrastive Masked Vim Autoencoder for 3D Multi-modal Representation Learning for AD classification	<img width="707" alt="image" src="https://github.com/Ruixxxx/Awesome-Vision-Mamba-Models/assets/88369000/c71f93de-e730-40b2-bb23-74a07c868ab7">	Link		Alzheimer’s disease Classification (CT/MRI)
Arxiv 24.03.26	Integrating Mamba Sequence Model and Hierarchical Upsampling Network for Accurate Semantic Segmentation of Multiple Sclerosis Legion	<img width="622" alt="image" src="https://github.com/Ruixxxx/Awesome-Vision-Mamba-Models/assets/88369000/c0b134c5-f7e4-4794-86e2-b20ddca84469">	Link		2D Medical Segmentation (2D MRI)
Arxiv 24.03.26	Serpent: Scalable and Efficient Image Restoration via Multi-scale Structured State Space Models	<img width="633" alt="image" src="https://github.com/Ruixxxx/Awesome-Vision-Mamba-Models/assets/74030174/5d4acab4-a1bb-4563-8551-151295f08bf2">	Link		Image Resotration
Arxiv 24.03.26	Rotate to Scan: UNet-like Mamba with Triplet SSM Module for Medical Image Segmentation	<img width="830" alt="image" src="https://github.com/Ruixxxx/Awesome-Vision-Mamba-Models/assets/88369000/100bc4e7-65e1-43d9-815d-99b394e12b4f">	Link		2D Medical Segmentation
Arxiv 24.03.29	UltraLight VM-UNet: Parallel Vision Mamba Significantly Reduces Parameters for Skin Lesion Segmentation	<img width="725" alt="image" src="https://github.com/Ruixxxx/Awesome-Vision-Mamba-Models/assets/88369000/14d04b8b-cbe6-429d-984d-3ac7dd894bf3">	Link	Code	2D Medical Segmentation
Arxiv 24.04.01	T-Mamba: Frequency-Enhanced Gated Long-Range Dependency for Tooth 3D CBCT Segmentation	<img width="603" alt="image" src="https://github.com/Ruixxxx/Awesome-Vision-Mamba-Models/assets/88369000/b01c38ef-6623-4e9b-867b-ba6f39575b5c">	Link	Code	3D Medical Segmentation (Tooth)
Arxiv 24.04.10 (MIDL 2024)	ViM-UNet: Vision Mamba for Biomedical Segmentation	<img width="581" alt="image" src="https://github.com/Ruixxxx/Awesome-Vision-Mamba-Models/assets/88369000/1c32deb4-7695-4cb6-bbc7-5912a69bed98">	Link	Code	2D Medical Segmentation (Cell/Neurite)
Arxiv 24.04.15 (MICCAI 2024)	nnU-Net Revisited: A Call for Rigorous Validation in 3D Medical Image Segmentation		Link	Code	3D Medical Segmentation
Arxiv 24.04.19 (CVPR 2024 Workshop)	Vim4Path: Self-Supervised Vision Mamba for Histopathology Images	<img width="939" alt="image" src="https://github.com/Ruixxxx/Awesome-Vision-Mamba-Models/assets/88369000/9e5d4ef7-89f5-47da-bf5e-38367997f54f">	Link	Code	Cancer Subtyping
Arxiv 24.04.26	Optimizing Universal Lesion Segmentation: State Space Model-Guided Hierarchical Networks with Feature Importance Adjustment		Link		Universal Lesion Segmentation
Arxiv 24.04.26	Sparse Reconstruction of Optical Doppler Tomography Based on State Space Model		Link		ODT Sparse Reconstruction
Arxiv 24.05.05	AC-MAMBASEG: An adaptive convolution and Mamba-based architecture for enhanced skin lesion segmentation		Link	Code	Skin Lesion Segmentation
Arxiv 24.05.08	HC-Mamba: Vision MAMBA with Hybrid Convolutional Techniques for Medical Image Segmentation	<img width="689" alt="image" src="https://github.com/Ruixxxx/Awesome-Vision-Mamba-Models/assets/74030174/dd95c6d9-9d34-4460-9936-e6de2971dab8">	Link		2D Medical Segmentation
Arxiv 24.05.09	VM-DDPM: Vision Mamba Diffusion for Medical Image Synthesis	<img width="724" alt="image" src="https://github.com/Ruixxxx/Awesome-Vision-Mamba-Models/assets/74030174/fe63dac2-8500-48cb-8237-2b0c02f5be38">	Link		Medical Image Generation
Arxiv 24.05.24	MUCM-Net: A Mamba Powered UCM-Net for Skin Lesion Segmentation		Link	Code	Medical Image Segmentation
Arxiv 24.05.25	UU-Mamba: Uncertainty-aware U-Mamba for Cardiac Image Segmentation		Link Link		Medical Image Segmentation
Arxiv 24.05.27	TokenUnify: Scalable Autoregressive Visual Pre-training with Mixture Token Prediction		Link	Code	Pre-training/Medical Image Segmentation
Arxiv 24.05.27	Enhancing Global Sensitivity and Uncertainty Quantification in Medical Image Reconstruction with Monte Carlo Arbitrary-Masked Mamba		Link		Medical Image Reconstruction
Arxiv 24.05.28 (MICCAI 2024 Oral)	Cardiovascular Disease Detection from Multi-View Chest X-rays with BI-Mamba		Link	Code	CVD Risk Prediction
Arxiv 24.06.01	SAM-VMNet: Deep Neural Networks For Coronary Angiography Vessel Segmentation	<img width="602" alt="image" src="https://github.com/Ruixxxx/Awesome-Vision-Mamba-Models/assets/74030174/b5d17a68-7e29-4012-9d2e-449bba21745d">	Link		Medical Image Segmentation
Arxiv 24.06.05	Combining Graph Neural Network and Mamba to Capture Local and Global Tissue Spatial Relationships in Whole Slide Images		Link	Code	Cancer Subtyping/Survival Prediction
Arxiv 24.06.09	Vision Mamba: Cutting-Edge Classification of Alzheimer's Disease with 3D MRI Scans		Link		3D Medical Classification
Arxiv 24.06.09 (WACV 2025)	Convolution and Attention-Free Mamba-based Cardiac Image Segmentation		Link	Code	Medical Image Segmentation
Arxiv 24.06.10	MHS-VM: Multi-Head Scanning in Parallel Subspaces for Vision Mamba		Link	Code	Medical Image Segmentation
Arxiv 24.06.12 (BMVC 2024)	On Evaluating Adversarial Robustness of Volumetric Medical Segmentation Models		Link	Code	Medical Image Segmentation
Arxiv 24.06.22	Soft Masked Mamba Diffusion Model for CT to MRI Conversion		Link	Code	CT to MRI Conversion
Arxiv 24.07.04 (MICCAI 2024 Workshop)	Vision Mamba for Classification of Breast Ultrasound Images		Link		Classification
Arxiv 24.07.08 (MICCAI 2024)	Deform-Mamba Network for MRI Super-Resolution		Link		Super-resolution
Arxiv 24.07.08	Self-Prior Guided Mamba-UNet Networks for Medical Image Super-Resolution		Link		Super-resolution
Arxiv 24.07.11	SR-Mamba: Effective Surgical Phase Recognition with State Space Model		Link	Code	Surgical Phase Recognition
Arxiv 24.07.11	SliceMamba for Medical Image Segmentation		Link		Medical Image Segmentation
Arxiv 24.08.14	Costal Cartilage Segmentation with Topology Guided Deformable Mamba: Method and Benchmark		Link		Medical Image Segmentation
Arxiv 24.08.15	MambaMIM: Pre-training Mamba with State Space Token-interpolation		Link	Code	Medical Image Segmentation
Arxiv 24.08.21	HMT-UNet: A hybird Mamba-Transformer Vision UNet for Medical Image Segmentation		Link	Code	Medical Image Segmentation
Arxiv 24.08.23	Hierarchical Spatio-Temporal State-Space Modeling for fMRI Analysis		Link		Medical Image Classification and Regression
Arxiv 24.08.25	MSVM-UNet: Multi-Scale Vision Mamba UNet for Medical Image Segmentation		Link	Code	Medical Image Segmentation
KDD Workshop 24.08.25	State Space Model-based Classification of Major Depressive Disorder Across Multiple Imaging Sites		Link		Medical Image Classification
Arxiv 24.08.26 (MICCAI 2024)	ShapeMamba-EM: Fine-Tuning Foundation Model with Local Shape Descriptors and Mamba Blocks for 3D EM Image Segmentation		Link		Medical Image Segmentation
Arxiv 24.08.26	LoG-VMamba: Local-Global Vision Mamba for Medical Image Segmentation		Link	Code	Medical Image Segmentation
Arxiv 24.08.28	SpineMamba: Enhancing 3D Spinal Segmentation in Clinical Imaging through Residual Visual Mamba Layers and Shape Priors		Link		Medical Image Segmentation
Scientific Reports 24.08.28	A mixed Mamba U-net for prostate segmentation in MR images		Link		Medical Image Segmentation
Arxiv 24.09.06	MpoxMamba: A Grouped Mamba-based Lightweight Hybrid Network for Mpox Detection		Link	Code	Medical Image Classification
Arxiv 24.09.06	Serp-Mamba: Advancing High-Resolution Retinal Vessel Segmentation with Selective State-Space Model		Link		Medical Image Segmentation
Arxiv 24.09.09	SX-Stitch: An Efficient VMS-UNet Based Framework for Intraoperative Scoliosis X-Ray Image Stitching		Link		Medical Image Stitching
Arxiv 24.09.12	Microscopic-Mamba: Revealing the Secrets of Microscopic Images with Just 4M Parameters		Link	Code	Medical Image Classification
Arxiv 24.09.12	OCTAMamba: A State-Space Model Approach for Precision OCTA Vasculature Segmentation		Link	Code	Medical Image Segmentation
Arxiv 24.09.12	MedSegMamba: 3D CNN-Mamba Hybrid Architecture for Brain Segmentation		Link		Medical Image Segmentation
Arxiv 24.09.13 (MICCAI 2024)	Tri-Plane Mamba: Efficiently Adapting Segment Anything Model for 3D Medical Images		Link	Code	Medical Image Segmentation
Arxiv 24.09.17 (ACCV 2024 Workshop)	SkinMamba: A Precision Skin Lesion Segmentation Architecture with Cross-Scale Global State Modeling and Frequency Boundary Guidance		Link	Code	Medical Image Segmentation
Arxiv 24.09.18	SPRMamba: Surgical Phase Recognition for Endoscopic Submucosal Dissection with Mamba		Link		Surgical Phase Recognition
Arxiv 24.09.19	MambaRecon: MRI Reconstruction with Structured State Space Models		Link	Code	Medical Image Reconstruction
Arxiv 24.09.19	MambaClinix: Hierarchical Gated Convolution and Mamba-Based U-Net for Enhanced 3D Medical Image Segmentation		Link	Code	Medical Image Segmentation
Arxiv 24.09.24	Segmentation Strategies in Deep Learning for Prostate Cancer Diagnosis: A Comparative Study of Mamba, SAM, and YOLO		Link	Code	Medical Image Segmentation
Arxiv 24.09.25	Classification of Gleason Grading in Prostate Cancer Histopathology Images Using Deep Learning Techniques: YOLO, Vision Transformers, and Vision Mamba		Link	Code	Medical Image Classification
Arxiv 24.09.26 (MICCAI 2024)	EM-Net: Efficient Channel and Frequency Learning with Mamba for 3D Medical Image Segmentation		Link	Code	Medical Image Segmentation
Arxiv 24.09.28	MambaEviScrib: Mamba and Evidence-Guided Consistency Make CNN Work Robustly for Scribble-Based Weakly Supervised Ultrasound Image Segmentation		Link	Code	Medical Image Segmentation
MICCAI 24.10.06	PathMamba: Weakly Supervised State Space Model for Multi-class Segmentation of Pathology Images		Link	Code	Medical Image Segmentation
MICCAI 24.10.06	Efficient and Gender-adaptive Graph Vision Mamba for Pediatric Bone Age Assessment		Link	Code	Bone Age Assessment
MICCAI 24.10.06	Polyp-Mamba: Polyp Segmentation with Visual Mamba		Link		Medical Image Segmentation
Arxiv 24.10.20	Taming Mambas for Voxel Level 3D Medical Image Segmentation		Link	Code	Medical Image Segmentation
Arxiv 24.10.29	Advancing Efficient Brain Tumor Multi-Class Classification -- New Insights from the Vision Mamba Model in Transfer Learning		Link		Multi-Class Classification
Arxiv 24.10.31	MLLA-UNet: Mamba-like Linear Attention in an Efficient U-Shape Model for Medical Image Segmentation		Link	Code	Medical Image Segmentation
Arxiv 24.11.12	CT-Mamba: A Hybrid Convolutional State Space Model for Low-Dose CT Denoising		Link		Denoising
Arxiv 24.11.13	MambaXCTrack: Mamba-based Tracker with SSM Cross-correlation and Motion Prompt for Ultrasound Needle Tracking		Link		Ultrasound Needle Tracking
Arxiv 24.11.14	When Mamba Meets xLSTM: An Efficient and Precise Method with the XLSTM-VMUNet Model for Skin lesion Segmentation		Link	Code	Medical Image Segmentation

Video

Date	Paper	Figure	Link	Code	Task
Arxiv 24.01.25	Vivim: a Video Vision Mamba for Medical Video Object Segmentation	<img width="596" alt="image" src="https://github.com/Ruixxxx/Awesome-Vision-Mamba-Models/assets/88369000/e30c0ceb-5399-44b5-99b7-65ada043c87c">	Link	Code	Medical Video Segmentation
Arxiv 24.03.11 (ECCV 2024)	VideoMamba: State Space Model for Efficient Video Understanding	<img width="728" alt="image" src="https://github.com/Ruixxxx/Awesome-Vision-Mamba-Models/assets/88369000/08797465-f93f-49ce-b724-91b67fabbabd">	Link	Code	Action Recognition/Video Understanding/Text-to-video Retrieval
Arxiv 24.03.12 (ICLR 2024 Workshop)	SSM Meets Video Diffusion Models: Efficient Video Generation with Structured State Spaces	<img width="655" alt="image" src="https://github.com/Ruixxxx/Awesome-Vision-Mamba-Models/assets/74030174/1b1ce7b5-392c-46dd-b4e2-d6e03f6af1ab">	Link	Code	Video Generation
Arxiv 24.03.14	Video Mamba Suite: State Space Model as a Versatile Alternative for Video Understanding	<img width="704" alt="image" src="https://github.com/Ruixxxx/Awesome-Vision-Mamba-Models/assets/88369000/70fb7829-d28e-4bbc-b326-fcb167dad979">	Link	Code	Action Recognition/Action Localization/...
Arxiv 24.03.25 (CVPR 2024 Workshop)	VMRNN: Integrating Vision Mamba and LSTM for Efficient and Accurate Spatiotemporal Forecasting		Link	Code	Spatiotemporal Forecasting
Arxiv 24.04.09	RhythmMamba: Fast Remote Physiological Measurement with Arbitrary Length Videos	<img width="881" alt="image" src="https://github.com/Ruixxxx/Awesome-Vision-Mamba-Models/assets/88369000/f1b0f8a1-f10f-43c6-8203-701ae0376af2">	Link	Code	Remote photoplethysmography Prediction
Arxiv 24.04.11	Simba: Mamba augmented U-ShiftGCN for Skeletal Action Recognition in Videos	<img width="697" alt="image" src="https://github.com/Ruixxxx/Awesome-Vision-Mamba-Models/assets/88369000/ea35cf6a-e2a6-4eab-8da7-2cb7cd098507">	Link		Skeleton Action Recognition
Arxiv 24.05.05	Matten: Video Generation with Mamba-Attention		Link		Video Generation
Arxiv 24.05.30	DeMamba: AI-Generated Video Detection on Million-Scale GenVideo Benchmark		Link	Code	AI-Generated Video Detection
Arxiv 24.06.18	Slot State Space Models		Link		Object-centric Video Understanding/3D Visual Reasoning/Video Prediction
Arxiv 24.06.27	VideoMambaPro: A Leap Forward for Mamba in Video Understanding		Link	Code	Video Understanding
Arxiv 24.07.02 (NeurIPS 2024)	VFIMamba: Video Frame Interpolation with State Space Models		Link	Code	Video Frame Interpolation
Arxiv 24.07.03	BVI-RLV: A Fully Registered Dataset and Benchmarks for Low-Light Video Enhancement		Link	Code	Low-Light Video Enhancement
Arxiv 24.07.04	QueryMamba: A Mamba-Based Encoder-Decoder Architecture with a Statistical Verb-Noun Interaction Module for Video Action Forecasting @ Ego4D Long-Term Action Anticipation Challenge 2024		Link		Video Action Forecasting
Arxiv 24.07.11 (ECCV 2024)	VideoMamba: Spatio-Temporal Selective State Space Model		Link	Code	Action Recognition
Arxiv 24.07.25	Harnessing Temporal Causality for Advanced Temporal Action Detection		Link	Code	Moment Queries/Action Recognition/Action Detection/Audio-Based Interaction Detection
Arxiv 24.07.31 (ACM MM 2024 Oral)	RainMamba: Enhanced Locality Learning with State Space Models for Video Deraining		Link	Code	Deraining
Arxiv 24.08.15	MambaVT: Spatio-Temporal Contextual Modeling for robust RGB-T Tracking		Link		RGB-T Tracking
Arxiv 24.08.17 (ACM MM 2024 Oral)	MambaTrack: A Simple Baseline for Multiple Object Tracking with State Space Model		Link		Multiple Object Tracking
Arxiv 24.08.20	DemMamba: Alignment-free Raw Video Demoireing with Frequency-assisted Spatio-Temporal Mamba		Link		Video Demoireing
Arxiv 24.08.31	TrackSSM: A General Motion Predictor by State-Space Model		Link		Motion Prediction
Arxiv 24.09.02	FMRFT: Fusion Mamba and DETR for Query Time Sequence Intersection Fish Tracking		Link		Fish Tracking
Arxiv 24.09.04	MADiff: Motion-Aware Mamba Diffusion Models for Hand Trajectory Prediction on Egocentric Videos		Link	Code	Hand Trajectory Prediction
Arxiv 24.09.18 (CCBR 2024)	PhysMamba: Efficient Remote Physiological Measurement with SlowFast Temporal Difference Mamba		Link	Code	Remote Photoplethysmography
Arxiv 24.10.18	MambaSCI: Efficient Mamba-UNet for Quad-Bayer Patterned Video Snapshot Compressive Imaging		Link	Code	Video Snapshot Compressive Imaging
ACM MM 24.10.28	Object-Level Pseudo-3D Lifting for Distance-Aware Tracking		Link		Tracking
Arxiv 24.11.03	Optical Flow Representation Alignment Mamba Diffusion Model for Medical Video Generation		Link	Code	Medical Video Generation

Point Cloud

Date	Paper	Figure	Link	Code	Task
Arxiv 24.02.16 (NeurIPS 2024)	PointMamba: A Simple State Space Model for Point Cloud Analysis	<img width="718" alt="image" src="https://github.com/Ruixxxx/Awesome-Vision-Mamba-Models/assets/88369000/e252e787-0189-4f94-bea1-2944d50b18f4">	Link	Code	Classification, Part Segmentation
Arxiv 24.02.23 (CVPR 2024 Spotlight, SSM)	State Space Models for Event Cameras		Link	Code	Object Detection
Arxiv 24.03.01	Point Cloud Mamba: Point Cloud Learning via State Space Model	<img width="692" alt="image" src="https://github.com/Ruixxxx/Awesome-Vision-Mamba-Models/assets/88369000/6a315d04-afe6-41d1-b8d5-d931a891a681">	Link	Code	Classification, Part Segmentation, Semantic Segmentation
Arxiv 24.03.11	Point Mamba: A Novel Point Cloud Backbone Based on State Space Model with Octree-Based Ordering Strategy	<img width="882" alt="image" src="https://github.com/Ruixxxx/Awesome-Vision-Mamba-Models/assets/88369000/c1c7c020-28cc-4ca6-b271-1d3cf665243f">	Link	Code	Classification, Semantic Segmentation
Arxiv 24.04.08	3DMambaIPF: A State Space Model for Iterative Point Cloud Filtering via Differentiable Rendering	<img width="1028" alt="image" src="https://github.com/Ruixxxx/Awesome-Vision-Mamba-Models/assets/88369000/ab137b17-85c1-4b6c-96d4-9ae5bfd45a1b">	Link		Point Cloud Filtering
Arxiv 24.04.10	3DMambaComplete: Exploring Structured State Space Model for Point Cloud Completion	<img width="1020" alt="image" src="https://github.com/Ruixxxx/Awesome-Vision-Mamba-Models/assets/88369000/da19fb01-52bd-4a55-b0ca-9681fdaef9ed">	Link		Point Cloud Completion
Arxiv 24.04.19 (ACM MM 2024)	MambaMOS: LiDAR-based 3D Moving Object Segmentation with Motion-aware State Space Model		Link	Code	Object Segmentation
Arxiv 24.04.23 (ACM MM 2024)	Mamba3D: Enhancing Local Features for 3D Point Cloud Analysis via State Space Model	<img width="959" alt="image" src="https://github.com/Ruixxxx/Awesome-Vision-Mamba-Models/assets/88369000/6b565138-1c2d-4201-bd34-8b4343a62ec9">	Link	Code	Classification, Part Segmentation
Arxiv 24.05.09	Rethinking Efficient and Effective Point-based Networks for Event Camera Classification and Regression: EventMamba	<img width="1528" alt="image" src="https://github.com/Ruixxxx/Awesome-Vision-Mamba-Models/assets/57466105/2a7422a9-9483-4b5c-be57-5b2c04f4b614">	Link		Classification, Regression
Arxiv 24.05.13	OverlapMamba: Novel Shift State Space Model for LiDAR-based Place Recognition		Link	Code	LiDAR Place Recognition
Arxiv 24.05.23	MAMBA4D: Efficient Long-Sequence Point Cloud Video Understanding with Disentangled Spatial-Temporal State Space Models		Link		Point Cloud Video Understanding
Arxiv 24.05.24	PoinTramba: A Hybrid Transformer-Mamba Framework for Point Cloud Analysis		Link	Code	Classification, Part Segmentation
Arxiv 24.05.27 (NeurIPS 2024)	LCM: Locally Constrained Compact Point Cloud Model for Masked Point Modeling		Link		Classification, Part Segmentation, Object Detection
Arxiv 24.06.07	Efficient 3D Shape Generation via Diffusion Mamba with Bidirectional SSMs		Link	Code	Generation
Arxiv 24.06.10	PointABM: Integrating Bidirectional State Space Model with Multi-Head Self-Attention for Point Cloud Analysis		Link		Classification
Arxiv 24.06.15 (NeurIPS 2024)	Voxel Mamba: Group-Free State Space Models for Point Cloud based 3D Object Detection		Link	Code	Object Detection
Arxiv 24.06.25	Mamba24/8D: Enhancing Global Interaction in Point Clouds via State Space Model		Link		Semantic Segmentation
Arxiv 24.07.15	Serialized Point Mamba: A Serialized Point Cloud Mamba Segmentation Model		Link		Semantic Segmentation, Instance Segmentation
Arxiv 24.07.25	LION: Linear Group RNN for 3D Object Detection in Point Clouds		Link	Code	Object Detection
Arxiv 24.08.19	Event Stream based Human Action Recognition: A High-Definition Benchmark Dataset and Algorithms		Link	Code	Action Recognition
Arxiv 24.08.20	MambaEVT: Event Stream based Visual Object Tracking using State Space Model		Link	Code	Object Tracking
Arxiv 24.08.20	MV-MOS: Multi-View Feature Fusion for 3D Moving Object Segmentation		Link	Code	Object Segmentation
Arxiv 24.08.20	OMEGA: Efficient Occlusion-Aware Navigation for Air-Ground Robot in Dynamic Environments via State Space Model		Link	Code	Semantic Prediction/Scene Completion
Arxiv 24.09.17	Unleashing the Potential of Mamba: Boosting a LiDAR 3D Sparse Detector by Using Cross-Model Knowledge Distillation		Link		Object Detection
Arxiv 24.09.24	FSF-Net: Enhance 4D Occupancy Forecasting with Coarse BEV Scene Flow for Autonomous Driving		Link		4D Occupancy Forecasting
Arxiv 24.10.21	MBPU: A Plug-and-Play State Space Model for Point Cloud Upsamping with Fast Point Rendering		Link		Upsamping
Arxiv 24.10.22	SpikMamba: When SNN meets Mamba in Event-based Human Action Recognition		Link	Code	Action Recognition
Arxiv 24.10.24	Bio2Token: All-atom tokenization of any biomolecular structure with Mamba		Link		Tokenization
Arxiv 24.10.28	Exploring contextual modeling with linear complexity for point cloud segmentation		Link		Semantic Segmentation
Arxiv 24.10.31	NIMBA: Towards Robust and Principled Processing of Point Clouds With SSMs		Link		Classification, Part Segmentation
Arxiv 24.11.06	Towards 3D Semantic Scene Completion for Autonomous Driving: A Meta-Learning Framework Empowered by Deformable Large-Kernel Attention and Mamba Model		Link		Semantic Scene Completion

Multi-Modal

Date	Paper	Figure	Link	Code	Task	Modality
Arxiv 24.01.25	MambaMorph: a Mamba-based Framework for Medical MR-CT Deformable Registration	<img width="705" alt="image" src="https://github.com/Ruixxxx/Awesome-Vision-Mamba-Models/assets/88369000/0584bfee-1ed2-4d5b-984e-c374491adab9">	Link	Code	Registration	MRI & CT
Arxiv 24.02.19	Pan-Mamba: Effective pan-sharpening with State Space Model	<img width="716" alt="image" src="https://github.com/Ruixxxx/Awesome-Vision-Mamba-Models/assets/88369000/9cead6ad-ce09-4597-a985-8181b407523d">	Link	Code	Pansharpening	HISR Images & LRMS Images
Arxiv 24.03.07 (ECCV 2024)	InstructGIE: Towards Generalizable Image Editing	<img width="912" alt="image" src="https://github.com/Ruixxxx/Awesome-Vision-Mamba-Models/assets/88369000/45b0c86f-f473-4eb7-a821-7be8e3be417d">	Link	Code	Image Editing	Image & Text
Arxiv 24.03.12 (ECCV 2024)	Motion Mamba: Efficient and Long Sequence Motion Generation with Hierarchical and Bidirectional Selective SSM	<img width="910" alt="image" src="https://github.com/Ruixxxx/Awesome-Vision-Mamba-Models/assets/88369000/9ef9c705-657d-4b6d-b229-6e2e4270682f">	Link	Code	Text-to-Motion Generation	Motion & Text
Arxiv 24.03.14 (NeurIPS 2024)	MambaTalk: Efficient Holistic Gesture Synthesis with Selective State Space Models		Link		Gesture Synthesis
Arxiv 24.03.20	VL-Mamba: Exploring State Space Models for Multimodal Learning	<img width="718" alt="image" src="https://github.com/Ruixxxx/Awesome-Vision-Mamba-Models/assets/88369000/aa912eb8-13a7-488f-9601-d298ed6796e2">	Link	Code	MLLM tasks	Image & Text
Arxiv 24.03.21	Cobra: Extending Mamba to Multi-Modal Large Language Model for Efficient Inference	<img width="626" alt="image" src="https://github.com/Ruixxxx/Awesome-Vision-Mamba-Models/assets/88369000/df845d03-3739-4b78-9328-6c2df2e98aad">	Link	Code	MLLM tasks	Image & Text
Arxiv 24.03.26 (ECCV 2024)	ReMamber: Referring Image Segmentation with Mamba Twister	<img width="715" alt="image" src="https://github.com/Ruixxxx/Awesome-Vision-Mamba-Models/assets/88369000/08c3e6e4-49ca-4081-bea6-ed4c7b046c0b">	Link	Code	Referring Image Segmentation	Image & Text
Arxiv 24.04.01	SpikeMba: Multi-Modal Spiking Saliency Mamba for Temporal Video Grounding	<img width="727" alt="image" src="https://github.com/Ruixxxx/Awesome-Vision-Mamba-Models/assets/88369000/04cba5ac-b2f0-4357-b447-1e14a1d2617b">	Link		Temporal Video Grounding	Video & Text
Arxiv 24.04.05 (WACV 2025)	Sigma: Siamese Mamba Network for Multi-Modal Semantic Segmentation	<img width="702" alt="image" src="https://github.com/Ruixxxx/Awesome-Vision-Mamba-Models/assets/88369000/a972740b-774c-4e14-a914-791aa5f519b8">	Link	Code	Semantic Segmentation	RGB Images & Depth/Thermal Images
Arxiv 24.04.07	VMambaMorph: a Multi-Modality Deformable Image Registration Framework based on Visual State Space Model with Cross-Scan Module	<img width="711" alt="image" src="https://github.com/Ruixxxx/Awesome-Vision-Mamba-Models/assets/88369000/6d47fc18-f044-49ed-8724-941a4fe46ebc">	Link	Code	Registration	MRI & CT
Arxiv 24.04.11	SurvMamba: State Space Model with Multi-grained Multi-modal Interaction for Survival Prediction	<img width="813" alt="image" src="https://github.com/Ruixxxx/Awesome-Vision-Mamba-Models/assets/88369000/c9307069-4672-47ed-9706-1003a5ad5eff">	Link		Cancer Subtyping/Survival Prediction	WSIs & Gene
Arxiv 24.04.11	FusionMamba: Efficient Image Fusion with State Space Model	<img width="816" alt="image" src="https://github.com/Ruixxxx/Awesome-Vision-Mamba-Models/assets/88369000/2182cfb2-fa6f-4dea-ab2b-d21b906a683f">	Link	Code	Pansharpening	HISR Images & LRMS Images
Arxiv 24.04.12	MambaDFuse: A Mamba-based Dual-phase Model for Multi-modality Image Fusion	<img width="1035" alt="image" src="https://github.com/Ruixxxx/Awesome-Vision-Mamba-Models/assets/88369000/5921c2d4-d50d-48a3-928a-1dc69a60deb6">	Link		Multi-modality Image Fusion	RGB & Thermal Images, MRI & CT/PET/SPECT
Arxiv 24.04.14	Fusion-Mamba for Cross-modality Object Detection	<img width="902" alt="image" src="https://github.com/Ruixxxx/Awesome-Vision-Mamba-Models/assets/88369000/97b716a5-f647-43d9-a1fe-dc8b2b02670d">	Link		Visible-infrared Images Fusion	RGB Images & Infrared Images
Arxiv 24.04.14	A Novel State Space Model with Local Enhancement and State Sharing for Image Fusion	<img width="1013" alt="image" src="https://github.com/Ruixxxx/Awesome-Vision-Mamba-Models/assets/88369000/df942cab-7802-4314-b7a7-549439b74f06">	Link		Pansharpening	HISR Images & LRMS Images
Arxiv 24.04.15	FusionMamba: Dynamic Feature Enhancement for Multimodal Image Fusion with Mamba	<img width="906" alt="image" src="https://github.com/Ruixxxx/Awesome-Vision-Mamba-Models/assets/88369000/87093676-286c-4e35-89b7-7e573679cc67">	Link	Code	Image Fusion	RGB & Infrared Images, MRI & CT/PET/SPECT, PC & GFP
Arxiv 24.04.17	Text-controlled Motion Mamba: Text-Instructed Temporal Grounding of Human Motion	<img width="810" alt="image" src="https://github.com/Ruixxxx/Awesome-Vision-Mamba-Models/assets/88369000/f27aa176-65e2-44db-a172-56712e789729">	Link		Temporal Grounding	Motion & Text
Arxiv 24.04.25	CFMW: Cross-modality Fusion Mamba for Multispectral Object Detection under Adverse Weather Conditions		Link	Code	Visible-infrared Images Fusion	RGB Images & Infrared Images
Arxiv 24.04.27	Revisiting Multi-modal Emotion Learning with Broad State Space Models and Probability-guidance Fusion		Link		Multi-modal Emotion Recognition	Text & Video & Audio
Arxiv 24.04.28 (PRCV 2024)	Mamba-FETrack: Frame-Event Tracking via State Space Model		Link	Code	RGB-Event Tracking	RGB Frames & Event
Arxiv 24.04.29 (GRSL 2024)	RSCaMa: Remote Sensing Image Change Captioning with State Space Model		Link	Code	Image Captioning	Remote Sensing Image & Text
Arxiv 24.04.30	CLIP-Mamba: CLIP Pretrained Mamba Models with OOD and Hessian Evaluation		Link	Code	OOD	Image & Text
Arxiv 24.05.22	I2I-Mamba: Multi-modal medical image synthesis via selective state space modeling		Link	Code	Medical Image Generation	MRI/CT
Arxiv 24.05.24 (NeurIPS 2024)	Meteor: Mamba-based Traversal of Rationale for Large Language and Vision Models		Link	Code	Large Language and Vision Model	Image & Text (Qestion/Rationale)
Arxiv 24.05.29 (NeurIPS 2024)	Coupled Mamba: Enhanced Multi-modal Fusion with Coupled State Space Model		Link		multi-modal sentiment analysis	Text & Video & Audio
Arxiv 24.05.31	S4Fusion: Saliency-aware Selective State Space Model for Infrared Visible Image Fusion	<img width="539" alt="image" src="https://github.com/Ruixxxx/Awesome-Vision-Mamba-Models/assets/74030174/15ab4235-93bd-4e6d-b836-79142bfa84ec">	Link		Image Fusion	RGB Images & Infrared Images
Arxiv 24.06.02	MGI: Multimodal Contrastive Pre-training of Genomic and Medical Imaging		Link		Multimodal Contrastive Pre-training	Medical Image & Genomic
Arxiv 24.06.03	Dimba: Transformer-Mamba Diffusion Models		Link	Code	Text to Image Generation	Image & Text
Arxiv 24.06.06 (NeurIPS 2024)	RoboMamba: Multimodal State Space Model for Efficient Robot Reasoning and Manipulation		Link	Code	Robot Reasoning and Manipulation	Image & Text
Arxiv 24.06.10	MVGamba: Unify 3D Content Generation as State Space Sequence Modeling		Link		3D Generation	Image & Text
Arxiv 24.07.02	MMR-Mamba: Multi-Contrast MRI Reconstruction with Mamba and Spatial-Frequency Information Fusion		Link		Image Fusion	Multi-Contrast MRI
Arxiv 24.07.14	InfiniMotion: Mamba Boosts Memory in Transformer for Arbitrary Long Motion Generation		Link	Code	Text-to-Motion Generation	Motion & Text
Arxiv 24.07.15	An Empirical Study of Mamba-based Pedestrian Attribute Recognition		Link	Code	Pedestrian Attribute Recognition	Image & Text
Arxiv 24.07.15	OPa-Ma: Text Guided Mamba for 360-degree Image Out-painting		Link		360-degree Image Out-painting	Image & Text
Arxiv 24.07.22	GFE-Mamba: Mamba-based AD Multi-modal Progression Assessment via Generative Feature Extraction from MCI		Link	Code	AD Progression Assessment	MRI & PET
Arxiv 24.07.29	ML-Mamba: Efficient Multi-Modal Large Language Model Utilizing Mamba-2		Link	Code	MLLM Tasks	Image & Text
Arxiv 24.07.29 (ACM MM 2024)	MambaGesture: Enhancing Co-Speech Gesture Generation with Mamba and Disentangled Multi-Modality Fusion		Link		Co-Speech Gesture Generation	Motion & Audio
Arxiv 24.08.01	DiM-Gesture: Co-Speech Gesture Generation with Adaptive Layer Normalization Mamba-2 framework		Link	Code	Co-Speech Gesture Generation	Motion & Audio
Arxiv 24.08.02 (ITSC 2024)	MambaST: A Plug-and-Play Cross-Spectral Spatial-Temporal Fuser for Efficient Pedestrian Detection		Link	Code	Pedestrian Detection	RGB & Thermal Images
Arxiv 24.08.02	PhysMamba: Leveraging Dual-Stream Cross-Attention SSD for Remote Physiological Measurement		Link		Remote Physiological Measurement	Video & rPPG
Arxiv 24.08.03	JambaTalk: Speech-Driven 3D Talking Head Generation Based on Hybrid Transformer-Mamba Language Model		Link		Motion & Audio
Arxiv 24.08.07	DRAMA: An Efficient End-to-end Motion Planner for Autonomous Driving with Mamba		Link		Driver Motion Plan	Image & Text
Arxiv 24.08.15	ColorMamba: Towards High-quality NIR-to-RGB Spectral Translation with Mamba		Link	Code	NIR-to-RGB Translation	NIR Images & RGB Images
Arxiv 24.08.16	RGBT Tracking via All-layer Multimodal Interactions with Progressive Fusion Mamba		Link		RGBT Tracking	RGB Videos & TIR Videos
Arxiv 24.08.19	R2GenCSR: Retrieving Context Samples for Large Language Model based X-ray Medical Report Generation		Link	Code	Medical Report Generation	Image & Text
Arxiv 24.08.19	OccMamba: Semantic Occupancy Prediction with State Space Models		Link		Semantic Occupancy Prediction	LiDAR Points & RGB Images
Arxiv 24.08.20	Event Stream based Sign Language Translation: A High-Definition Benchmark Dataset and A New Algorithm		Link	Code	Event Stream based Sign Language Translation	Event & Text
Arxiv 24.08.20	MUSE: Mamba is Efficient Multi-scale Learner for Text-video Retrieval		Link	Code	Text-video Retrieval	Video & Text
Arxiv 24.08.22	Adapt CLIP as Aggregation Instructor for Image Dehazing		Link		Dehazing	Image & Text
Arxiv 24.08.27	DualKanbaFormer: Kolmogorov-Arnold Networks and State Space Model DualKanbaFormer: Kolmogorov-Arnold Networks and State Space Model Transformer for Multimodal Aspect-based Sentiment Analysis		Link		Multi-modal Sentiment Analysis	Image & Text
Arxiv 24.08.28	MambaPlace:Text-to-Point-Cloud Cross-Modal Place Recognition with Attention Mamba Mechanisms		Link	Code	Cross-Modal Place Recognition	Point Cloud & Text
TGRS 24.08.30	Mask-Guided Mamba Fusion for Drone-based Visible-Infrared Vehicle Detection		Link		Cross-Modal Detection	RGB Images & Infrared Image
Arxiv 24.09.03	PixelBytes: Catching Unified Embedding for Multimodal Generation		Link	Code	Multi-Modal Generation	Image & Text
Arxiv 24.09.03	Shuffle Mamba: State Space Models with Random Shuffle for Multi-Modal Image Fusion		Link		Multi-Modality Image Fusion	HISR Images & LRMS Images, MRI & CT/PET/SPECT
Arxiv 24.09.04	LongLLaVA: Scaling Multi-modal LLMs to 1000 Images Efficiently via Hybrid Architecture		Link	Code	MLLM Tasks	Image & Text
Arxiv 24.09.05	Why mamba is effective? Exploit Linear Transformer-Mamba Network for Multi-Modality Image Fusion		Link		Multi-Modality Image Fusion	RGB & Thermal Images, MRI & CT/PET/SPECT
Arxiv 24.09.08	Mamba-Enhanced Text-Audio-Video Alignment Network for Emotion Recognition in Conversations		Link	Code	Multi-modal Emotion Recognition	Text & Audio & Video
Arxiv 24.09.09	Shaking Up VLMs: Comparing Transformers and Structured State Space Models for Vision & Language Modeling		Link	Code	MLLM Tasks	Image & Text
Arxiv 24.09.11	Mamba Policy: Towards Efficient 3D Diffusion Policy with Hybrid Selective State Models		Link	Code	Action Prediction	Point Cloud & Robot State
Arxiv 24.09.13	Mamba-YOLO-World: Marrying YOLO-World with Mamba for Open-Vocabulary Detection		Link	Code	Open-Vocabulary Detection	Image & Text
Arxiv 24.09.17	Mamba Fusion: Learning Actions Through Questioning		Link	Code	Action Prediction/Action Anticipation	Video & Text
Arxiv 24.09.22	GraspMamba: A Mamba-based Language-driven Grasp Detection Framework with Hierarchical Feature Learning		Link	Code	Grasp Detection	Image & Text
Arxiv 24.09.24	DepMamba: Progressive Fusion Mamba for Multimodal Depression Detection		Link	Code	Multi-modal Depression Detection	Video & Audio
Arxiv 24.09.30	MaskMamba: A Hybrid Mamba-Transformer Model for Masked Image Generation		Link		Image Generation	Image & Text
Arxiv 24.10.01	CXPMRG-Bench: Pre-training and Benchmarking for X-ray Medical Report Generation on CheXpert Plus Dataset		Link	Code	Medical Report Generation	Image & Text
Arxiv 24.10.04	HMT-Grasp: A Hybrid Mamba-Transformer Approach for Robot Grasping in Cluttered Environments		Link		Robot Grasping	RGB-D Image & Grasp
Arxiv 24.10.08	EMMA: Empowering Multi-modal Mamba with Structural and Hierarchical Alignment		Link		MLLM tasks	Image & Text
Arxiv 24.10.10	Moyun: A Diffusion-Based Model for Style-Specific Chinese Calligraphy Generation		Link		Style-Specific Chinese Calligraphy Generation	Image & Text
Arxiv 24.10.17	RemoteDet-Mamba: A Hybrid Mamba-CNN Network for Multi-modal Object Detection in Remote Sensing Images		Link		Object Detection	RGB Images & Infrared Images
Arxiv 24.10.19	MambaSOD: Dual Mamba-Driven Cross-Modal Fusion Network for RGB-D Salient Object Detection		Link	Code	Salient Object Detection	RGB Images & Depth Images
Arxiv 24.10.21	LMHaze: Intensity-aware Image Dehazing with a Large-scale Multi-intensity Real Haze Dataset		Link		Dehazing	Image & Text
Arxiv 24.10.21 (ISBI 2025)	R2Gen-Mamba: A Selective State Space Model for Radiology Report Generation		Link	Code	Radiology Report Generation	Image & Text
Arxiv 24.11.03	MambaReg: Mamba-Based Disentangled Convolutional Sparse Coding for Unsupervised Deformable Multi-Modal Image Registration		Link		Registration	RGB Images & Infrared Images
Arxiv 24.11.10	KMM: Key Frame Mask Mamba for Extended Motion Generation		Link	Code	Text-to-Motion Generation	Motion & Text
Arxiv 24.11.13	Multimodal Instruction Tuning with Hybrid State Space Models		Link		Zero-shot Multimodal/VQA	Image/Video & Text

Others

Date	Paper	Figure	Link	Code	Task
Arxiv 24.02.24	Res-VMamba: Fine-Grained Food Category Visual Classification Using Selective State Space Models with Deep Residual Learning	<img width="683" alt="image" src="https://github.com/Ruixxxx/Awesome-Vision-Mamba-Models/assets/88369000/e8ed3e23-e305-4b8a-a706-0601c1ef3b1b">	Link	Code	Food Classification
Arxiv 24.03.08	Motion-Guided Dual-Camera Tracker for Low-Cost Skill Evaluation of Gastric Endoscopy	<img width="943" alt="image" src="https://github.com/Ruixxxx/Awesome-Vision-Mamba-Models/assets/88369000/4cce4533-8d35-4acc-8cb3-6ad44603dc04">	Link	Code	Endoscope Tip Tracking
Arxiv 24.03.22	Music to Dance as Language Translation using Sequence Models	<img width="541" alt="image" src="https://github.com/Ruixxxx/Awesome-Vision-Mamba-Models/assets/88369000/3e647680-22c7-4885-9ada-f32d9288f1ba">	Link	Code	Music-to-Dance

Valuable Insights

Date	Paper	Link
Arxiv 24.03.03	The Hidden Attention of Mamba Models	Link
Arxiv 24.03.15	On the low-shot transferability of [V]-Mamba?	Link
Arxiv 24.03.16	Understanding Robustness of Visual State Space Models for Image Classification	Link
Arxiv 24.05.13	MambaOut: Do We Really Need Mamba for Vision?	Link
Arxiv 24.05.26 (NeurIPS 2024)	Demystify Mamba in Vision: A Linear Attention Perspective	Link
Arxiv 24.05.26	A Unified Implicit Attention Formulation for Gated-Linear Recurrent Sequence Models	Link
Arxiv 24.06.11 (NeurIPS 2024)	MambaLRP: Explaining Selective State Space Sequence Models	Link
Arxiv 24.06.13	Towards Evaluating the Robustness of Visual State Space Models	Link

Other Domains

Reinforcement Learning

Date	Paper	Link	Code
Arxiv 24.03.25 (IROS 2024)	Proprioception Is All You Need: Terrain Classification for Boreal Forests	Link	Code
Arxiv 24.05.20 (NeurIPS 2024)	Is Mamba Compatible with Trajectory Optimization in Offline Reinforcement Learning?	Link
Arxiv 24.05.31	Decision Mamba: Reinforcement Learning via Hybrid Selective Sequence Modeling	Link
Arxiv 24.06.04	Mamba as Decision Maker: Exploring Multi-scale Sequence Modeling in Offline Reinforcement Learning	Link	Code
Arxiv 24.06.08 (NeurIPS 2024)	Decision Mamba: A Multi-Grained State Space Model with Self-Evolution Regularization for Offline RL	Link
Arxiv 24.06.12	MaIL: Improving Imitation Learning with Mamba	Link
Arxiv 24.06.21	KalMamba: Towards Efficient Probabilistic State Space Models for RL under Uncertainty	Link
Arxiv 24.08.05	Context-aware Mamba-based Reinforcement Learning for social robot navigation	Link
Arxiv 24.08.20	Integrating Multi-Modal Input Token Mixer Into Mamba-Based Decision Models: Decision MetaMamba	Link	Code
Arxiv 24.09.04	Mamba as a motion encoder for robotic imitation learning	Link
Arxiv 24.09.23	DiSPo: Diffusion-SSM based Policy Learning for Coarse-to-Fine Action Discretization	Link
Arxiv 24.10.11	Drama: Mamba-Enabled Model-Based Reinforcement Learning Is Sample and Parameter Efficient	Link	Code
Arxiv 24.10.25	Multi-Agent Reinforcement Learning with Selective State-Space Models	Link	Code
Arxiv 24.10.29	A Large Recurrent Action Model: xLSTM enables Fast Inference for Robotics Tasks	Link	Code

Graph Learning

Date	Paper	Link	Code
Arxiv 24.02.13 (KDD 2024)	Graph Mamba: Towards Learning on Graphs with State Space Models	Link	Code
Arxiv 24.05.22	HeteGraph-Mamba: Heterogeneous Graph Learning via Selective State Space Model	Link
Arxiv 24.08.08	DyGMamba: Efficiently Modeling Long-Term Temporal Dependency on Continuous-Time Dynamic Graphs with State Space Models	Link
Arxiv 24.08.13	DyG-Mamba: Continuous State Space Modeling on Dynamic Graphs	Link
Arxiv 24.09.18	Topological Deep Learning with State-Space Models: A Mamba Approach for Simplicial Complexes	Link
KDD 2024 Workshop	Identifying Subphenotypes for Sepsis with Acute Kidney Injury via Multimodal Graph State Space Models	Link

Audio

Date	Paper	Link	Code
Arxiv 24.03.12 (IEEE SPL 2024)	Multichannel Long-Term Streaming Neural Speech Enhancement for Static and Moving Speakers	Link	Code
Arxiv 24.04.02	SPMamba: State-space model is all you need in speech separation	Link
Arxiv 24.05.02	TRAMBA: A Hybrid Transformer and Mamba Architecture for Practical Audio and Bone Conduction Speech Super Resolution and Enhancement on Mobile and Wearable Platforms	Link
Arxiv 24.05.10	An Investigation of Incorporating Mamba for Speech Enhancement	Link
Arxiv 24.05.20	SSAMBA: Self-Supervised Audio Representation Learning with Mamba State Space Model	Link	Code
Arxiv 24.05.21	Mamba in Speech: Towards an Alternative to Self-Attention	Link
Arxiv 24.05.22	Audio Mamba: Pretrained Audio State Space Model For Audio Tagging	Link	Code
Arxiv 24.06.04 (Interspeech 2024)	Audio Mamba: Selective State Spaces for Self-Supervised Audio Representations	Link	Code
Arxiv 24.06.05	Audio Mamba: Bidirectional State Space Model for Audio Representation Learning	Link	Code
Arxiv 24.06.10 (Interspeech 2024)	RawBMamba: End-to-End Bidirectional State Space Model for Audio Deepfake Detection	Link	Code
Arxiv 24.06.24 (Interspeech 2024)	Exploring the Capability of Mamba in Speech Applications	Link
Arxiv 24.07.13	Speech Slytherin: Examining the Performance and Efficiency of Mamba for Speech Separation, Recognition, and Synthesis	Link	Mamba-TasNet Code ConMamba Code
Arxiv 24.08.09	SELD-Mamba: Selective State-Space Model for Sound Event Localization and Detection with Source Distance Estimation	Link
Arxiv 24.09.04	MusicMamba: A Dual-Feature Modeling Approach for Generating Chinese Traditional Music with Modal Precision	Link
Arxiv 24.09.04 (SLT 2024 Workshop)	An Analysis of Linear Complexity Attention Substitutes with BEST-RQ	Link
Arxiv 24.09.07	Cross-attention Inspired Selective State Space Models for Target Sound Extraction	Link
Arxiv 24.09.08	TF-Mamba: A Time-Frequency Network for Sound Source Localization	Link
Arxiv 24.09.09	Vector Quantized Diffusion Model Based Speech Bandwidth Extension	Link
Arxiv 24.09.10	A Two-Stage Band-Split Mamba-2 Network for Music Separation	Link	Code
Arxiv 24.09.11	Rethinking Mamba in Speech Processing by Self-Supervised Models	Link	Code
Arxiv 24.09.13	MambaFoley: Foley Sound Generation using Selective State-Space Models	Link	Code
Arxiv 24.09.14	Wave-U-Mamba: An End-To-End Framework For High-Quality And Efficient Speech Super Resolution	Link
Arxiv 24.09.15	Self-supervised Learning for Acoustic Few-Shot Classification	Link
Arxiv 24.09.16	Ultra-Low Latency Speech Enhancement - A Comprehensive Study	Link
Arxiv 24.09.16	Leveraging Joint Spectral and Spatial Learning with MAMBA for Multichannel Speech Enhancement	Link
Arxiv 24.09.18	Dense-TSNet: Dense Connected Two-Stage Structure for Ultra-Lightweight Speech Enhancement	Link	Code
Arxiv 24.09.19	DeFT-Mamba: Universal Multichannel Sound Separation and Polyphonic Audio Classification	Link
Arxiv 24.09.26	MC-SEMamba: A Simple Multi-channel Extension of SEMamba	Link
Arxiv 24.09.27 (SLT 2024)	Speech-Mamba: Long-Context Speech Recognition with Selective State Spaces Models	Link	Code
Arxiv 24.09.30	Mamba for Streaming ASR Combined with Unimodal Aggregation	Link	Code
Arxiv 24.10.01	Zero-Shot Text-to-Speech from Continuous Text Streams	Link	Code
Arxiv 24.10.09 (ICASSP 2025)	Mamba-based Segmentation Model for Speaker Diarization	Link	Code
Arxiv 24.10.09	Joint Fine-tuning and Conversion of Pretrained Speech and Language Models towards Linear Complexity	Link
Arxiv 24.10.14	CleanUMamba: A Compact Mamba Network for Speech Denoising using Channel Pruning	Link	Code
Arxiv 24.10.28	SepMamba: State-space models for speaker separation using Mamba	Link	Code
Arxiv 24.11.09	Selective State Space Model for Monaural Speech Enhancement	Link
Arxiv 24.11.11 (SLT 2024)	Mamba-based Decoder-Only Approach with Bidirectional Speech Modeling for Speech Recognition	Link	Code
Arxiv 24.11.11 (LAMIR 2024 Workshop)	AEROMamba: An efficient architecture for audio super-resolution using generative adversarial networks and state space models	Link	Code
Arxiv 24.11.12	SAV-SE: Scene-aware Audio-Visual Speech Enhancement with Selective State Space Model	Link
Expert Systems with Applications 24.12.15	A barking emotion recognition method based on Mamba and Synchrosqueezing Short-Time Fourier Transform	Link	Code

Time Series

Date	Paper	Link	Code
Arxiv 24.03.14 (ECAI 2024)	TimeMachine: A Time Series is Worth 4 Mambas for Long-term Forecasting	Link	Code
Arxiv 24.04.23	SST: Multi-Scale Hybrid Mamba-Transformer Experts for Long-Short Range Time Series Forecasting	Link	Code
Arxiv 24.04.23	Integrating Mamba and Transformer for Long-Short Range Time Series Forecasting	Link
Arxiv 24.04.24	Bi-Mamba+: Bidirectional Mamba for Time Series Forecasting	Link
Arxiv 24.05.11	DTMamba : Dual Twin Mamba for Time Series Forecasting	Link
Arxiv 24.05.25	Time-SSM: Simplifying and Unifying State Space Models for Time Series Forecasting	Link
Arxiv 24.05.26	MambaTS: Improved Selective State Space Models for Long-term Time Series Forecasting	Link
Arxiv 24.06.06 (NeurIPS 2024)	Chimera: Effectively Modeling Multivariate Time Series with 2-Dimensional State Space Models	Link
Arxiv 24.06.06	TSCMamba: Mamba Meets Multi-View Learning for Time Series Classification	Link
Arxiv 24.06.08	C-Mamba: Channel Correlation Enhanced State Space Models for Multivariate Time Series Forecasting	Link	Code
Arxiv 24.06.17 (IJCAI 2024 Workshop)	SpoT-Mamba: Learning Long-Range Dependency on Spatio-Temporal Graphs with Selective State Spaces	Link	Code
Arxiv 24.07.15	MSegRNN:Enhanced SegRNN Model with Mamba for Long-Term Time Series Forecasting	Link
Arxiv 24.07.20	FMamba: Mamba based on Fast-attention for Multivariate Time-series Forecasting	Link
Arxiv 24.08.04	Mamba-Spike: Enhancing the Mamba Architecture with a Spiking Front-End for Efficient Temporal Data Processing	Link	Code
Arxiv 24.08.22 (CGI24)	Simplified Mamba with Disentangled Dependency Encoding for Long-Term Time Series Forecasting	Link
Arxiv 24.08.27	Mamba or Transformer for Time Series Forecasting? Mixture of Universals (MoU) Is All You Need	Link	Code
Arxiv 24.09.13 (ICECCE 2024)	Integration of Mamba and Transformer -- MAT for Long-Short Range Time Series Forecasting with Application to Weather Dynamics	Link
Arxiv 24.09.21	Test Time Learning for Time Series Forecasting	Link
Arxiv 24.09.30	A SSM is Polymerized from Multivariate Time Series	Link	Code
Arxiv 24.09.30 (SLT 2024)	SWIM: Short-Window CNN Integrated with Mamba for EEG-Based Auditory Spatial Attention Decoding	Link	Code
Arxiv 24.10.08	TIMBA: Time series Imputation with Bi-directional Mamba Blocks and Diffusion models	Link
Arxiv 24.10.12	Mamba4Cast: Efficient Zero-Shot Time Series Forecasting with State Space Models	Link	Code
Arxiv 24.10.13	SlimSeiz: Efficient Channel-Adaptive Seizure Prediction Using a Mamba-Enhanced Network	Link	Code
Arxiv 24.10.15	UmambaTSF: A U-shaped Multi-Scale Long-Term Time Series Forecasting Method Using Mamba	Link
Arxiv 24.10.17	DiffImp: Efficient Diffusion Model for Probabilistic Time Series Imputation with Bidirectional Mamba Backbone	Link
Arxiv 24.10.28	FACTS: A Factored State-Space Framework For World Modelling	Link	Code
Arxiv 24.10.28	Neural Hamilton: Can A.I. Understand Hamiltonian Mechanics?	Link	Code
Arxiv 24.10.30 (NeurIPS 2024 Workshop)	Sequential Order-Robust Mamba for Time Series Forecasting	Link	Code
Arxiv 24.11.03	BiT-MamSleep: Bidirectional Temporal Mamba for EEG Sleep Staging	Link
Arxiv 24.11.05	A Mamba Foundation Model for Time Series Forecasting	Link