Awesome
EVer - A Library for Earth Vision Researcher
EVer is a Pytorch-based Python library to simplify the training and inference of the deep learning model in the remote sensing domain.
This is a beta version for research only.
Features
- Common codebase for reproducible research
- Accelerating our Earth Vision research
- Single workflow of "data-module-configs"
Installation
stable version (0.4.1)
pip install ever-beta
nightly version (master)
pip install --upgrade git+https://github.com/Z-Zheng/ever.git
Getting Started
Projects using EVer
Change Detection (Our Change Family)
- (AnyChange) Segment Any Change, arxiv 2024 [
Paper
] - (Changen) Scalable Multi-Temporal Remote Sensing Change Data Generation via Simulating Stochastic Change Process, ICCV 2023 [
Paper
], [Code
] - (ChangeMask) ChangeMask: Deep Multi-task Encoder-Transformer-Decoder Architecture for Semantic Change Detection, ISPRS P&RS 2022. [
Paper
] - (ChangeStar) Change is Everywhere: Single-Temporal Supervised Object Change Detection
in Remote Sensing Imagery, ICCV 2021. [
Paper
], [Project
], [Code
] - (ChangeOS) Building damage assessment for rapid disaster response with a deep object-based semantic change detection framework: from natural disasters to man-made disasters, RSE 2021. [
Paper
], [Code
]
Segmentation
- FarSeg++: Foreground-Aware Relation Network for Geospatial Object Segmentation in High Spatial Resolution Remote Sensing Imagery, IEEE TPAMI 2023. [
Paper
], [Code
] - Foreground-Aware Relation Network for Geospatial Object Segmentation in High Spatial Resolution Remote Sensing Imagery, CVPR 2020. [
Paper
], [Code
] - Deep multisensor learning for missing-modality all-weather mapping, ISPRS P&RS 2021. [
Paper
] - FactSeg: Foreground Activation Driven Small Object Semantic Segmentation in Large-Scale Remote Sensing Imagery, TGRS 2021. [
Paper
], [Code
] - LoveDA: A Remote Sensing Land-Cover Dataset for Domain Adaptive Semantic Segmentation, NeurIPS 2021 Datasets and Benchmarks. [
Paper
], [Code/Dataset
]
Hyperspectral Image Classification
- FPGA: Fast Patch-Free Global Learning Framework for Fully End-to-End Hyperspectral Image Classification, TGRS 2020. [
Paper
], [Code
]
License
EVer is released under the Apache License 2.0.
Copyright (c) Zhuo Zheng. All rights reserved.