- Social LSTM: Human Trajectory Prediction in Crowded Spaces, 2016 CVPR, [Paper]
- Scene-LSTM: A Model for Human Trajectory Prediction. [Paper]
- Social-Scene LSTM:Self-Calibrating a Stereo Head: An Error Analysis in the Neighbourhood of Degenerate Configurations.[Paper]
- St-LSTM Pedestrian Trajectory Prediction with Structured Memory Hierarchies.[Paper]
- CIDNN Encoding Crowd Interaction with Deep Neural Network for Pedestrian Trajectory Prediction.[Paper]
- SR-LSTM: State Refinement for LSTM towards Pedestrian Trajectory Prediction, 2019 CVPR, Paper
- Social Attention: Modeling Attention in Human Crowds [Paper]
- SH Attention: Soft + Hardwired Attention: An LSTM Framework for Human Trajectory Prediction and Abnormal Event Detection[Paper]
- Social GAN: Socially Acceptable Trajectories with Generative Adversarial Networks, 2018 CVPR, code
- SoPhie: An Attentive GAN for Predicting Paths Compliant to Social and Physical Constraints. [Paper]
- 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
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Move, Attend and Predict: Anattention-based neural model for people’s movement prediction, 2018 Pattern Recognition Letters, Paper
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Group LSTM: Group Trajectory Prediction in Crowded Scenarios, 2018 ECCV Workshop, Paper
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Pedestrian Trajectory Prediction in Extremely Crowded Scenarios, 2019 Sensors (journal), Paper
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The Simpler the Better: Constant Velocity for Pedestrian Motion Prediction, 2019, Paper
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Situation-Aware Pedestrian Trajectory Prediction with Spatio-Temporal Attention Model, 2019 Computer Vision Winter Workshop (CVWW), Paper
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Long-Term On-Board Prediction of People in Traffic Scenes under Uncertainty, 2018 CVPR, [Paper], code+data
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Encoding Crowd Interaction with Deep Neural Network for Pedestrian Trajectory Prediction, 2018 CVPR, [Paper], code
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Human Trajectory Prediction using Spatially aware Deep Attention Models, 2017 arxiv, [Paper]
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Context-Aware Trajectory Prediction, 2017 arxiv, [Paper]
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Soft + Hardwired Attention: An LSTM Framework for Human Trajectory Prediction and Abnormal Event Detection, 2017 arxiv, [Paper]
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Forecasting Interactive Dynamics of Pedestrians with Fictitious Play, 2017 CVPR, [Paper]
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STF-RNN: Space Time Features-based Recurrent Neural Network for predicting People Next Location, 2016 SSCI, Keras-Code
- Multi-Step Prediction of Occupancy Grid Maps with Recurrent Neural Networks, 2019 CVPR, Paper