Awesome

Awesome-Trajectory-Prediction

This is a list of useful information about trajectory prediction. Related papers, datasets and codes are included.

Maintainer - Hao Xue

News

A PyPi package of trajectory prediction tools is published!

Contributing

Please feel free to pull requests to add new resources.

Papers

RNN Related

• An Empirical Evaluation of Generic Convolutional and Recurrent Networks for Sequence Modeling, 2018, code
• When will you do what? - Anticipating Temporal Occurrences of Activities, 2018 CVPR, code
• Independently Recurrent Neural Network (IndRNN): Building A Longer and Deeper RNN, 2018 CVPR, code, keras-code, pytorch code
• Predicting the Next Location: A Recurrent Model with Spatial and Temporal Contexts, 2016 AAAI code

Trajectory Prediction Related

• How many Observations are Enough? Knowledge Distillation for Trajectory Forecasting, CVPR 2022, Paper
• Social-Implicit: Rethinking Trajectory Prediction Evaluation and The Effectiveness of Implicit Maximum Likelihood Estimation, ECCV 2022, Paper, Code
• S-attack library: A library for evaluating trajectory prediction models Website
• Vehicle trajectory prediction works, but not everywhere, arXiv 2021, Paper, Code
• Are socially-aware trajectory prediction models really socially-aware? arXiv 2021, Paper, Code
• Y-Net: From goals, waypoints & paths to long term human trajectory forecasting, ICCV 2021, Paper, Code
• LOKI: Long Term and Key Intentions for Trajectory Prediction, ICCV 2021, Paper
• Skeleton-Graph: Long-Term 3D Motion Prediction From 2D Observations Using Deep Spatio-Temporal Graph CNNs, ICCV 2021 The ROAD Challenge Workshop, Paper, Code
• MG-GAN: A Multi-Generator Model Preventing Out-of-Distribution Samples in Pedestrian Trajectory Prediction, ICCV 2021 Paper, code
• Divide-and-Conquer for Lane-Aware Diverse Trajectory Prediction, CVPR 2021 Oral Paper
• Goal-GAN: Multimodal Trajectory Prediction Based on Goal Position Estimation, ACCV 2020 Oral Paper, code
• Semantic Synthesis of Pedestrian Locomotion, ACCV 2020 Paper
• Spatio-Temporal Graph Transformer Networks for Pedestrian Trajectory Prediction， ECCV 2020 Paper, Code
• Dynamic and Static Context-aware LSTM for Multi-agent Motion Prediction, ECCV 2020 Paper
• It Is Not the Journey but the Destination: Endpoint Conditioned Trajectory Prediction, ECCV 2020 Oral Paper, Code, Homepage
• SMART: Simultaneous Multi-Agent Recurrent Trajectory Prediction, 2020, ECCV Paper
• SimAug: Learning Robust Representations from 3D Simulation for Pedestrian Trajectory Prediction in Unseen Cameras, 2020 ECCV, Paper, Code
• Social-STGCNN: A Social Spatio-Temporal Graph Convolutional Neural Network for Human Trajectory Prediction, 2020 CVPR, Paper, Code
• The Garden of Forking Paths: Towards Multi-Future Trajectory Prediction, 2020 CVPR, Paper, Code
• Multiple Futures Prediction, 2019 NeurIPS, Paper
• Disentangling Human Dynamics for Pedestrian Locomotion Forecasting with Noisy Supervision, 2020 WACV, Paper
• Forecasting Trajectory and Behavior of Road-Agents Using Spectral Clustering in Graph-LSTMs, 2019 arXiv, Paper, Code
• PIE: A Large-Scale Dataset and Models for Pedestrian Intention Estimation and Trajectory Prediction, 2019 ICCV, Paper
• STGAT: Modeling Spatial-Temporal Interactions for Human Trajectory Prediction, 2019 ICCV, Paper
• RobustTP: End-to-End Trajectory Prediction for Heterogeneous Road-Agents in Dense Traffic with Noisy Sensor Inputs, 2019 ACM CSCS, Paper, Code
• Social and Scene-Aware Trajectory Prediction in Crowded Spaces, 2019 ICCV Workshop, Paper, Code
• Scene Compliant Trajectory Forecast with Agent-Centric Spatio-Temporal Grids, 2019 ArXiv, Paper
• Trajectory Prediction by Coupling Scene-LSTM with Human Movement LSTM, 2019 ISVC, Paper
• SEABIG: A Deep Learning-Based Method for Location Prediction in Pedestrian Semantic Trajectories, 2019 IEEE Access, Paper
• Trajectory Prediction of Mobile Construction Resources Toward Pro-active Struck-by Hazard Detection, 2019 ISARC, Paper
• A novel model based on deep learning for Pedestrian detection and Trajectory prediction, 2019 ITAIC, Paper
• Pedestrian Trajectory Prediction Using a Social Pyramid, 2019 PRICAI
• Path predictions using object attributes and semantic environment, 2019 VISIGRAPP, Paper
• Probabilistic Path Planning using Obstacle Trajectory Prediction, 2019 CoDS-COMAD '19, Paper
• Human Trajectory Prediction using Adversarial Loss, 2019 (from Alahi, conference unknown for now), Paper
• Social Ways: Learning Multi-Modal Distributions of Pedestrian Trajectories with GANs, 2019 CVPR Precognition Workshop, Paper, Code
• Peeking into the Future: Predicting Future Person Activities and Locations in Videos, 2019 CVPR, Paper, Code
• Learning to Infer Relations for Future Trajectory Forecast, 2019 CVPR Precognition Workshop, Paper
• TraPHic: Trajectory Prediction in Dense and Heterogeneous Traffic Using Weighted Interactions, 2019 CVPR, Paper, Code
• Which Way Are You Going? Imitative Decision Learning for Path Forecasting in Dynamic Scenes, 2019 CVPR, Paper
• Overcoming Limitations of Mixture Density Networks: A Sampling and Fitting Framework for Multimodal Future Prediction, 2019 CVPR, Paper, Code(TensorFlow)
• SoPhie: An Attentive GAN for Predicting Paths Compliant to Social and Physical Constraints, 2019 CVPR, Paper
• Multi-Agent Tensor Fusion for Contextual Trajectory Prediction, 2019 CVPR, Paper
• Future Person Localization in First-Person Videos, 2018 CVPR, Paper, code
• Move, Attend and Predict: Anattention-based neural model for people’s movement prediction, 2018 Pattern Recognition Letters, Paper
• Group LSTM: Group Trajectory Prediction in Crowded Scenarios, 2018 ECCV Workshop, Paper
• Pedestrian Trajectory Prediction in Extremely Crowded Scenarios, 2019 Sensors (journal), Paper
• The Simpler the Better: Constant Velocity for Pedestrian Motion Prediction, 2019, Paper
• SR-LSTM: State Refinement for LSTM towards Pedestrian Trajectory Prediction, 2019 CVPR, Paper
• Situation-Aware Pedestrian Trajectory Prediction with Spatio-Temporal Attention Model, 2019 Computer Vision Winter Workshop (CVWW), Paper
• Depth Information Guided Crowd Counting for Complex Crowd Scenes, 2018
• GD-GAN: Generative Adversarial Networks for Trajectory Prediction and Group Detection in Crowds, 2018 ACCV, Paper, Demo
• Tracking by Prediction: A Deep Generative Model for Mutli-Person Localisation and Tracking, 2018 WACV
• “Seeing is Believing”: Pedestrian Trajectory Forecasting Using Visual Frustum of Attention, 2018 WACV
• Social GAN: Socially Acceptable Trajectories with Generative Adversarial Networks, 2018 CVPR, code
• Long-Term On-Board Prediction of People in Traffic Scenes under Uncertainty, 2018 CVPR, [Paper], code+data
• Encoding Crowd Interaction with Deep Neural Network for Pedestrian Trajectory Prediction, 2018 CVPR, [Paper], code
• Scene-LSTM: A Model for Human Trajectory Prediction, 2018 ArXiv, Paper
• Bi-prediction: pedestrian trajectory prediction based on bidirectional LSTM classification, 2017 DICTA, Paper
• Human Trajectory Prediction using Spatially aware Deep Attention Models, 2017 arxiv, [Paper]
• Context-Aware Trajectory Prediction, 2017 arxiv, [Paper]
• Soft + Hardwired Attention: An LSTM Framework for Human Trajectory Prediction and Abnormal Event Detection, 2017 arxiv, [Paper]
• Forecasting Interactive Dynamics of Pedestrians with Fictitious Play, 2017 CVPR, [Paper]
• Social LSTM: Human Trajectory Prediction in Crowded Spaces, 2016 CVPR, [Paper]
• STF-RNN: Space Time Features-based Recurrent Neural Network for predicting People Next Location, 2016 SSCI, Keras-Code

Vehicle Trajectory Prediction

• Motion Transformer with Global Intention Localization and Local Movement Refinement, 2022 NeurIPS, Paper, Code
• MPA: MultiPath++ Based Architecture for Motion Prediction, CVPR2022 Workshop on Autonomous Driving, Paper, Code
• PTNet: Physically Feasible Vehicle Trajectory Prediction, NeurIPS ML4AD Workshop, paper
• Injecting Knowledge in Data-driven Vehicle Trajectory Predictors, 2021 Transportation research part C, Website, Paper, Code
• Multiple Futures Prediction, 2019 NeurIPS, Paper
• Forecasting Trajectory and Behavior of Road-Agents Using Spectral Clustering in Graph-LSTMs, 2019 arXiv, Paper, Code
• RobustTP: End-to-End Trajectory Prediction for Heterogeneous Road-Agents in Dense Traffic with Noisy Sensor Inputs, 2019 ACM CSCS, Paper, Code
• TraPHic: Trajectory Prediction in Dense and Heterogeneous Traffic Using Weighted Interactions, 2019 CVPR, Paper, Code
• Multi-Step Prediction of Occupancy Grid Maps with Recurrent Neural Networks, 2019 CVPR, Paper
• Argoverse: 3D Tracking and Forecasting With Rich Maps, 2019 CVPR, Paper
• Robust Aleatoric Modeling for Future Vehicle Localization, 2019 CVPR Precognition Workshop, Paper
• Convolutional Social Pooling for Vehicle Trajectory Prediction Paper code

Traffic Prediction

• Deep Sequence Learning with Auxiliary Information for Traffic Prediction, 2018 KDD, Paper, Code

Others

• MobTCast: Leveraging Auxiliary Trajectory Forecasting for Human Mobility Prediction Code

Datasets

• UCY
• ETH
• New York Grand Central (404)
• Central Station
• Town Center
• Edinburgh Informatics Forum Pedestrian Database
• Cityscapes
• Stanford Drone Dataset
• Argoverse
• TRAF
• inD
• Lyft Level 5
• Apolloscape