Awesome-Interaction-Aware-Trajectory-Prediction
by jiachenli94
A selection of state-of-the-art research materials on trajectory prediction
AI summary
Trajectory Prediction Resources
A curated collection of state-of-the-art research materials and resources for trajectory prediction in various domains
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- #artificial-intelligence
- #autonomous-driving
- #autonomous-vehicles
- #behavior-analysis
- #behavior-prediction
- #computer-vision
- #deep-learning
- #human-trajectory-prediction
- #machine-learning
- #motion-prediction
- #multiagent-learning
- #multiagent-systems
- #paper
- #path-predictions
- #pedestrian-trajectories
- #social-interactions
- #traffic
- #trajectory-generation
- #trajectory-prediction
- #vehicle-trajectory
What's in the list
569 links in 10 sections, with live GitHub stats.activeno commit in 2y
Datasets / Vehicles and Traffic
Datasets / Pedestrians
Datasets / Sport Players
Literature and Codes / Survey Papers
- paper
Machine Learning for Autonomous Vehicle’s Trajectory Prediction: A comprehensive survey, Challenges, and Future Research Directions, arXiv preprint arXiv:2307.07527, 2023. [ ]
- paper
Incorporating Driving Knowledge in Deep Learning Based Vehicle Trajectory Prediction: A Survey, IEEE T-IV, 2023. [ ]
- paper
Pedestrian Trajectory Prediction in Pedestrian-Vehicle Mixed Environments: A Systematic Review, IEEE T-ITS, 2023. [ ]
- paper
A Survey on Trajectory-Prediction Methods for Autonomous Driving, IEEE T-IV 2022. [ ]
- paper
A Survey of Vehicle Trajectory Prediction Based on Deep Learning Models, International Conference on Sustainable Expert Systems, ICSES 2022. [ ]
- paper
Scenario Understanding and Motion Prediction for Autonomous Vehicles – Review and Comparison, IEEE T-ITS, 2022. [ ]
- paper
Multi-modal Fusion Technology based on Vehicle Information: A Survey, arXiv preprint arXiv:2211.06080, 2022. [ ]
- paper
Deep Reinforcement Learning for Autonomous Driving: A Survey, IEEE T-ITS, 2022. [ ]
- paper
Social Interactions for Autonomous Driving: A Review and Perspective, arXiv preprint arXiv:2208.07541, 2022. [ ]
- paper
Generative Adversarial Networks for Spatio-temporal Data: A Survey, ACM T-IST, 2022. [ ]
- paper
Behavioral Intention Prediction in Driving Scenes: A Survey, arXiv preprint arXiv:2211.00385, 2022. [ ]
- paper
A Survey on Motion Prediction of Pedestrians and Vehicles for Autonomous Driving, IEEE Access, 2021. [ ]
- paper
Review of Pedestrian Trajectory Prediction Methods: Comparing Deep Learning and Knowledge-based Approaches, arXiv preprint arXiv:2111.06740, 2021. [ ]
- paper
A Survey on Trajectory Data Management, Analytics, and Learning, CSUR 2021. [ ]
- paper
Pedestrian Behavior Prediction for Automated Driving: Requirements, Metrics, and Relevant Features, IEEE T-ITS, 2021. [ ]
- paper
A Review of Deep Learning-Based Methods for Pedestrian Trajectory Prediction, Sensors, 2021. [ ]
- paper
A Survey on Deep-Learning Approaches for Vehicle Trajectory Prediction in Autonomous Driving, ROBIO 2021. [ ] [ ]
- paper
A Survey of Deep Learning Techniques for Autonomous Driving, Journal of Field Robotics, 2020. [ ]
- paper
Human Motion Trajectory Prediction: A Survey, International Journal of Robotics Research, 2020. [ ]
- paper
Autonomous Driving with Deep Learning: A Survey of State-of-Art Technologies, arXiv preprint arXiv:2006.06091, 2020. [ ]
- paper
A Survey on Visual Traffic Simulation: Models, Evaluations, and Applications in Autonomous Driving, Computer Graphics Forum 2020. [ ]
- paper
Deep Learning-Based Vehicle Behavior Prediction for Autonomous Driving Applications: A Review, IEEE T-ITS 2020. [ ]
- paper
Survey of Deep Reinforcement Learning for Motion Planning of Autonomous Vehicles, IEEE T-ITS 2020. [ ]
- paper
Vehicle Trajectory Similarity: Models, Methods, and Applications, ACM Computing Surveys (CSUR 2020). [ ]
- paper
Modeling and Prediction of Human Driver Behavior: A Survey, 2020. [ ]
- paper
A literature review on the prediction of pedestrian behavior in urban scenarios, ITSC 2018. [ ]
- paper
Survey on Vision-Based Path Prediction. [ ]
- paper
Autonomous vehicles that interact with pedestrians: A survey of theory and practice. [ ]
- paper
Trajectory data mining: an overview. [ ]
- paper
A survey on motion prediction and risk assessment for intelligent vehicles. [ ]
Literature and Codes / Physics Systems with Interaction
- paper
Learning Physical Dynamics with Subequivariant Graph Neural Networks, NeurIPS 2022. [ ] [ ]
- paper
EvolveGraph: Multi-Agent Trajectory Prediction with Dynamic Relational Reasoning, NeurIPS 2020. [ ]
- paper
Interaction Templates for Multi-Robot Systems, IROS 2019. [ ]
- paper
Factorised Neural Relational Inference for Multi-Interaction Systems, ICML workshop 2019. [ ] [ ]
- paper
Physics-as-Inverse-Graphics: Joint Unsupervised Learning of Objects and Physics from Video, 2019. [ ]
- paper
Neural Relational Inference for Interacting Systems, ICML 2018. [ ] [ ]
- paper
Unsupervised Learning of Latent Physical Properties Using Perception-Prediction Networks, UAI 2018. [ ]
- paper
Relational inductive biases, deep learning, and graph networks, 2018. [ ]
- paper
Relational Neural Expectation Maximization: Unsupervised Discovery of Objects and their Interactions, ICLR 2018. [ ]
- paper
Graph networks as learnable physics engines for inference and control, ICML 2018. [ ]
- paper
Flexible Neural Representation for Physics Prediction, 2018. [ ]
- paper
A simple neural network module for relational reasoning, 2017. [ ]
- paper
VAIN: Attentional Multi-agent Predictive Modeling, NeurIPS 2017. [ ]
- paper
Visual Interaction Networks, 2017. [ ]
- paper
A Compositional Object-Based Approach to Learning Physical Dynamics, ICLR 2017. [ ]
- paper
Interaction Networks for Learning about Objects, Relations and Physics, 2016. [ ][ ]
Literature and Codes / Intelligent Vehicles & Traffic & Pedestrians
- paper
Diffusion-Based Environment-Aware Trajectory Prediction, arXiv preprint arXiv:2403.11643, 2024. [ ]
- paper
MTP-GO: Graph-Based Probabilistic Multi-Agent Trajectory Prediction with Neural ODEs, IEEE T-IV 2023. [ ] [ ]
- paper
MotionDiffuser: Controllable Multi-Agent Motion Prediction using Diffusion, CVPR 2023. [ ]
- paper
Uncovering the Missing Pattern: Unified Framework Towards Trajectory Imputation and Prediction, CVPR 2023. [ ]
- paper
Unsupervised Sampling Promoting for Stochastic Human Trajectory Prediction, CVPR 2023. [ ] [ ]
- paper
Planning-oriented Autonomous Driving, CVPR 2023. [ ] [ ]
- paper
IPCC-TP: Utilizing Incremental Pearson Correlation Coefficient for Joint Multi-Agent Trajectory Prediction, CVPR 2023. [ ]
- paper
Stimulus Verification is a Universal and Effective Sampler in Multi-modal Human Trajectory Prediction, CVPR 2023. [ ]
- paper
Query-Centric Trajectory Prediction, CVPR 2023. [ ] [ ] [ ]
- paper
FEND: A Future Enhanced Distribution-Aware Contrastive Learning Framework for Long-tail Trajectory Prediction, CVPR 2023. [ ]
- paper
Trace and Pace: Controllable Pedestrian Animation via Guided Trajectory Diffusion, CVPR 2023. [ ] [ ]
- paper
FJMP: Factorized Joint Multi-Agent Motion Prediction over Learned Directed Acyclic Interaction Graphs, CVPR 2023. [ ] [ ]
- paper
Leapfrog Diffusion Model for Stochastic Trajectory Prediction, CVPR 2023. [ ] [ ]
- paper
ViP3D: End-to-end Visual Trajectory Prediction via 3D Agent Queries, CVPR 2023. [ ] [ ]
- paper
EqMotion: Equivariant Multi-Agent Motion Prediction with Invariant Interaction Reasoning, CVPR 2023. [ ] [ ]
- paper
V2X-Seq: A Large-Scale Sequential Dataset for Vehicle-Infrastructure Cooperative Perception and Forecasting, CVPR 2023. [ ] [ ]
- paper
Weakly Supervised Class-agnostic Motion Prediction for Autonomous Driving, CVPR 2023. [ ]
- paper
Decompose More and Aggregate Better: Two Closer Looks at Frequency Representation Learning for Human Motion Prediction, CVPR 2023. [ ]
- paper
HumanMAC: Masked Motion Completion for Human Motion Prediction, ICCV 2023. [ ] [ ]
- paper
BeLFusion: Latent Diffusion for Behavior-Driven Human Motion Prediction, ICCV 2023. [ ] [ ]
- paper
EigenTrajectory: Low-Rank Descriptors for Multi-Modal Trajectory Forecasting, ICCV 2023. [ ] [ ]
- paper
ADAPT: Efficient Multi-Agent Trajectory Prediction with Adaptation, ICCV 2023. [ ] [ ]
- paper
PowerBEV: A Powerful Yet Lightweight Framework for Instance Prediction in Bird’s-Eye View, IJCAI 2023. [ ] [ ]
- paper
Human Joint Kinematics Diffusion-Refinement for Stochastic Motion Prediction, AAAI 2023. [ ]
- paper
Multi-stream Representation Learning for Pedestrian Trajectory Prediction, AAAI 2023. [ ]
- paper
Continuous Trajectory Generation Based on Two-Stage GAN, AAAI 2023. [ ] [ ]
- paper
A Set of Control Points Conditioned Pedestrian Trajectory Prediction, AAAI 2023. [ ] [ ]
- paper
Leveraging Future Relationship Reasoning for Vehicle Trajectory Prediction, ICLR 2023. [ ]
- paper
TrafficGen: Learning to Generate Diverse and Realistic Traffic Scenarios, ICRA 2023. [ ] [ ]
- paper
GANet: Goal Area Network for Motion Forecasting, ICRA 2023. [ ] [ ]
- paper
TOFG: A Unified and Fine-Grained Environment Representation in Autonomous Driving, ICRA 2023. [ ]
- paper
SSL-Lanes: Self-Supervised Learning for Motion Forecasting in Autonomous Driving, CoRL 2023. [ ] [ ]
- paper
LimSim: A Long-term Interactive Multi-scenario Traffic Simulator, ITSC 2023. [ ] [ ]
- paper
MVHGN: Multi-View Adaptive Hierarchical Spatial Graph Convolution Network Based Trajectory Prediction for Heterogeneous Traffic-Agents, TITS. [ ]
- paper
Adaptive and Simultaneous Trajectory Prediction for Heterogeneous Agents via Transferable Hierarchical Transformer Network, TITS. [ ]
- paper
SSAGCN: Social Soft Attention Graph Convolution Network for Pedestrian Trajectory Prediction, TNNLS. [ ] [ ]
- paper
Disentangling Crowd Interactions for Pedestrians Trajectory Prediction, RAL. [ ]
- paper
VNAGT: Variational Non-Autoregressive Graph Transformer Network for Multi-Agent Trajectory Prediction, IEEE Transactions on Vehicular Technology. [ ]
- paper
Spatial-Temporal-Spectral LSTM: A Transferable Model for Pedestrian Trajectory Prediction, TIV. [ ]
- paper
Holistic Transformer: A Joint Neural Network for Trajectory Prediction and Decision-Making of Autonomous Vehicles, PR. [ ]
- paper
Tri-HGNN: Learning triple policies fused hierarchical graph neural networks for pedestrian trajectory prediction, PR. [ ]
- paper
Multimodal Vehicular Trajectory Prediction With Inverse Reinforcement Learning and Risk Aversion at Urban Unsignalized Intersections, TITS. [ ]
- paper
Trajectory prediction for autonomous driving based on multiscale spatial‐temporal graph, IET Intelligent Transport Systems. [ ]
- paper
Social Self-Attention Generative Adversarial Networks for Human Trajectory Prediction, IEEE Transactions on Artificial Intelligence. [ ]
- paper
CSIR: Cascaded Sliding CVAEs With Iterative Socially-Aware Rethinking for Trajectory Prediction, TITS. [ ]
- paper
Multimodal Manoeuvre and Trajectory Prediction for Automated Driving on Highways Using Transformer Networks, RAL. [ ]
- paper
A physics-informed Transformer model for vehicle trajectory prediction on highways, Transportation Research Part C: Emerging Technologies. [ ] [ ]
- paper
MacFormer: Map-Agent Coupled Transformer for Real-time and Robust Trajectory Prediction, RAL. [ ]
- paper
MRGTraj: A Novel Non-Autoregressive Approach for Human Trajectory Prediction, TCSVT. [ ] [ ]
- paper
Planning-inspired Hierarchical Trajectory Prediction via Lateral-Longitudinal Decomposition for Autonomous Driving, TIV. [ ]
- paper
Traj-MAE: Masked Autoencoders for Trajectory Prediction, arXiv preprint arXiv:2303.06697, 2023. [ ]
- paper
Uncertainty-Aware Pedestrian Trajectory Prediction via Distributional Diffusion, arXiv preprint arXiv:2303.08367, 2023. [ ]
- paper
Diffusion Model for GPS Trajectory Generation, arXiv preprint arXiv:2304.11582, 2023. [ ]
- paper
Multiverse Transformer: 1st Place Solution for Waymo Open Sim Agents Challenge 2023, CVPR 2023 Workshop on Autonomous Driving. [ ] [ ]
- paper
Joint-Multipath++ for Simulation Agents: 2nd Place Solution for Waymo Open Sim Agents Challenge 2023, CVPR 2023 Workshop on Autonomous Driving. [ ] [ ]
- paper
MTR++: Multi-Agent Motion Prediction with Symmetric Scene Modeling and Guided Intention Querying, 1st Place Solution for Waymo Open Motion Prediction Challenge 2023, CVPR 2023 Workshop on Autonomous Driving. [ ] [ ]
- paper
GameFormer: Game-theoretic Modeling and Learning of Transformer-based Interactive Prediction and Planning for Autonomous Driving, arXiv preprint arXiv:2303.05760, 2023. [ ] [ ] [ ]
- paper
GameFormer Planner: A Learning-enabled Interactive Prediction and Planning Framework for Autonomous Vehicles, the nuPlan Planning Challenge at the CVPR 2023 End-to-End Autonomous Driving Workshop. [ ] [ ]
- paper
trajdata: A Unified Interface to Multiple Human Trajectory Datasets, arXiv preprint arXiv:2307.13924, 2023. [ ] [ ]
- paper
Remember Intentions: Retrospective-Memory-based Trajectory Prediction, CVPR 2022. [ ] [ ]
- paper
STCrowd: A Multimodal Dataset for Pedestrian Perception in Crowded Scenes, CVPR 2022. [ ] [ ]
- paper
Vehicle trajectory prediction works, but not everywhere, CVPR 2022. [ ] [ ]
- paper
Stochastic Trajectory Prediction via Motion Indeterminacy Diffusion, CVPR 2022. [ ] [ ]
- paper
Non-Probability Sampling Network for Stochastic Human Trajectory Prediction, CVPR 2022. [ ] [ ]
- paper
On Adversarial Robustness of Trajectory Prediction for Autonomous Vehicles, CVPR 2022. [ ] [ ]
- paper
Adaptive Trajectory Prediction via Transferable GNN, CVPR 2022. [ ]
- paper
Towards Robust and Adaptive Motion Forecasting: A Causal Representation Perspective, CVPR 2022. [ ] [ , ]
- paper
How many Observations are Enough? Knowledge Distillation for Trajectory Forecasting, CVPR 2022. [ ]
- paper
Learning from All Vehicles, CVPR 2022. [ ] [ ]
- paper
Forecasting from LiDAR via Future Object Detection, CVPR 2022. [ ] [ ]
- paper
End-to-End Trajectory Distribution Prediction Based on Occupancy Grid Maps, CVPR 2022. [ ] [ ]
- paper
M2I: From Factored Marginal Trajectory Prediction to Interactive Prediction, CVPR 2022. [ ] [ ]
- paper
GroupNet: Multiscale Hypergraph Neural Networks for Trajectory Prediction with Relational Reasoning, CVPR 2022. [ ] [ ]
- paper
Whose Track Is It Anyway? Improving Robustness to Tracking Errors with Affinity-Based Prediction, CVPR 2022. [ ]
- paper
ScePT: Scene-consistent, Policy-based Trajectory Predictions for Planning, CVPR 2022. [ ] [ ]
- paper
Graph-based Spatial Transformer with Memory Replay for Multi-future Pedestrian Trajectory Prediction, CVPR 2022. [ ] [ ]
- paper
MUSE-VAE: Multi-Scale VAE for Environment-Aware Long Term Trajectory Prediction, CVPR 2022. [ ]
- paper
LTP: Lane-based Trajectory Prediction for Autonomous Driving, CVPR 2022. [ ]
- paper
ATPFL: Automatic Trajectory Prediction Model Design under Federated Learning Framework, CVPR 2022. [ ]
- paper
Human Trajectory Prediction with Momentary Observation, CVPR 2022. [ ]
- paper
HiVT: Hierarchical Vector Transformer for Multi-Agent Motion Prediction, CVPR 2022. [ ] [ ]
- paper
Learning Pedestrian Group Representations for Multi-modal Trajectory Prediction, ECCV 2022. [ ] [ ]
- paper
Social-Implicit: Rethinking Trajectory Prediction Evaluation and The Effectiveness of Implicit Maximum Likelihood Estimation, ECCV 2022. [ ] [ ] [ ]
- paper
Hierarchical Latent Structure for Multi-Modal Vehicle Trajectory Forecasting, ECCV 2022. [ ] [ ]
- paper
SocialVAE: Human Trajectory Prediction using Timewise Latents, ECCV 2022. [ ] [ ]
- paper
View Vertically: A Hierarchical Network for Trajectory Prediction via Fourier Spectrums, ECCV 2022. [ ] [ ]
- paper
Entry-Flipped Transformer for Inference and Prediction of Participant Behavior, ECCV 2022. [ ]
- paper
D2-TPred: Discontinuous Dependency for Trajectory Prediction under Traffic Lights, ECCV 2022. [ ] [ ]
- paper
Human Trajectory Prediction via Neural Social Physics, ECCV 2022. [ ] [ ]
- paper
Social-SSL: Self-Supervised Cross-Sequence Representation Learning Based on Transformers for Multi-Agent Trajectory Prediction, ECCV 2022. [ ] [ ]
- paper
Aware of the History: Trajectory Forecasting with the Local Behavior Data, ECCV 2022. [ ] [ ]
- paper
Action-based Contrastive Learning for Trajectory Prediction, ECCV 2022. [ ]
- paper
AdvDO: Realistic Adversarial Attacks for Trajectory Prediction, ECCV 2022. [ ]
- paper
ST-P3: End-to-end Vision-based Autonomous Driving via Spatial-Temporal Feature Learning, ECCV 2022. [ ] [ ]
- paper
Social ODE: Multi-Agent Trajectory Forecasting with Neural Ordinary Differential Equations, ECCV 2022. [ ]
- paper
Forecasting Human Trajectory from Scene History, NeurIPS 2022. [ ] [ ]
- paper
Trajectory-guided Control Prediction for End-to-end Autonomous Driving: A Simple yet Strong Baseline, NeurIPS 2022. [ ] [ ]
- paper
Motion Transformer with Global Intention Localization and Local Movement Refinement, NeurIPS 2022. [ ] [ ]
- paper
Interaction Modeling with Multiplex Attention, NeurIPS 2022. [ ] [ ]
- paper
Deep Interactive Motion Prediction and Planning: Playing Games with Motion Prediction Models, Conference on Learning for Dynamics and Control (L4DC). [ ] [ ]
- paper
Social Interpretable Tree for Pedestrian Trajectory Prediction, AAAI 2022. [ ] [ ]
- paper
Complementary Attention Gated Network for Pedestrian Trajectory Prediction, AAAI 2022. [ ] [ ]
- paper
Scene Transformer: A unified architecture for predicting future trajectories of multiple agents, ICLR 2022. [ ]
- paper
You Mostly Walk Alone: Analyzing Feature Attribution in Trajectory Prediction, ICLR 2022. [ ]
- paper
Latent Variable Sequential Set Transformers For Joint Multi-Agent Motion Prediction, ICLR 2022. [ ] [ ]
- paper
THOMAS: Trajectory Heatmap Output with learned Multi-Agent Sampling, ICLR 2022. [ ]
- paper
Path-Aware Graph Attention for HD Maps in Motion Prediction, ICRA 2022. [ ]
- paper
Trajectory Prediction with Linguistic Representations, ICRA 2022. [ ]
- paper
Leveraging Smooth Attention Prior for Multi-Agent Trajectory Prediction, ICRA 2022. [ ] [ ]
- paper
KEMP: Keyframe-Based Hierarchical End-to-End Deep Model for Long-Term Trajectory Prediction, ICRA 2022. [ ]
- paper
Domain Generalization for Vision-based Driving Trajectory Generation, ICRA 2022. [ ] [ ]
- paper
A Deep Concept Graph Network for Interaction-Aware Trajectory Prediction, ICRA 2022. [ ]
- paper
Conditioned Human Trajectory Prediction using Iterative Attention Blocks, ICRA 2022. [ ]
- paper
StopNet: Scalable Trajectory and Occupancy Prediction for Urban Autonomous Driving, ICRA 2022. [ ]
- paper
Meta-path Analysis on Spatio-Temporal Graphs for Pedestrian Trajectory Prediction, ICRA 2022. [ ] [ ]
- paper
Propagating State Uncertainty Through Trajectory Forecasting, ICRA 2022. [ ] [ ]
- paper
HYPER: Learned Hybrid Trajectory Prediction via Factored Inference and Adaptive Sampling, ICRA 2022. [ ]
- paper
Grouptron: Dynamic Multi-Scale Graph Convolutional Networks for Group-Aware Dense Crowd Trajectory Forecasting, ICRA 2022. [ ]
- paper
Crossmodal Transformer Based Generative Framework for Pedestrian Trajectory Prediction, ICRA 2022. [ ]
- paper
Trajectory Prediction for Autonomous Driving with Topometric Map, ICRA 2022. [ ] [ ]
- paper
CRAT-Pred: Vehicle Trajectory Prediction with Crystal Graph Convolutional Neural Networks and Multi-Head Self-Attention, ICRA 2022. [ ] [ ]
- paper
MultiPath++: Efficient Information Fusion and Trajectory Aggregation for Behavior Prediction, ICRA 2022. [ ]
- paper
Multi-modal Motion Prediction with Transformer-based Neural Network for Autonomous Driving, ICRA 2022. [ ]
- paper
GOHOME: Graph-Oriented Heatmap Output for future Motion Estimation, ICRA 2022. [ ]
- paper
TridentNetV2: Lightweight Graphical Global Plan Representations for Dynamic Trajectory Generation, ICRA 2022. [ ]
- paper
Heterogeneous-Agent Trajectory Forecasting Incorporating Class Uncertainty, IROS 2022. [ ] [ ] [ ]
- paper
Trajectory Prediction with Graph-based Dual-scale Context Fusion, IROS 2022. [ ] [ ]
- paper
Robust Trajectory Prediction against Adversarial Attacks, CoRL 2022. [ ] [ ]
- paper
Planning with Diffusion for Flexible Behavior Synthesis, ICML 2022. [ ] [ ]
- paper
Synchronous Bi-Directional Pedestrian Trajectory Prediction with Error Compensation, ACCV 2022. [ ]
- paper
AI-TP: Attention-based Interaction-aware Trajectory Prediction for Autonomous Driving, IEEE T-IV, 2022. [ ] [ ]
- paper
MDST-DGCN: A Multilevel Dynamic Spatiotemporal Directed Graph Convolutional Network for Pedestrian Trajectory Prediction, Computational Intelligence and Neuroscience. [ ]
- paper
Graph-Based Spatial-Temporal Convolutional Network for Vehicle Trajectory Prediction in Autonomous Driving, IEEE T-ITS, 2022. [ ]
- paper
Multi-Agent Trajectory Prediction with Heterogeneous Edge-Enhanced Graph Attention Network, IEEE T-ITS, 2022. [ ]
- paper
Fully Convolutional Encoder-Decoder With an Attention Mechanism for Practical Pedestrian Trajectory Prediction, IEEE T-ITS, 2022. [ ]
- paper
STGM: Vehicle Trajectory Prediction Based on Generative Model for Spatial-Temporal Features, IEEE T-ITS, 2022. [ ]
- paper
Trajectory Prediction for Autonomous Driving Using Spatial-Temporal Graph Attention Transformer, IEEE T-ITS, 2022. [ ]
- paper
Intention-Aware Vehicle Trajectory Prediction Based on Spatial-Temporal Dynamic Attention Network for Internet of Vehicles, IEEE T-ITS, 2022. [ ] [ ]
- paper
Trajectory Forecasting Based on Prior-Aware Directed Graph Convolutional Neural Network, IEEE T-ITS, 2022. [ ]
- paper
DeepTrack: Lightweight Deep Learning for Vehicle Trajectory Prediction in Highways, IEEE T-ITS, 2022. [ ]
- paper
Interactive Trajectory Prediction Using a Driving Risk Map-Integrated Deep Learning Method for Surrounding Vehicles on Highways, IEEE T-ITS, 2022. [ ]
- paper
Vehicle Trajectory Prediction in Connected Environments via Heterogeneous Context-Aware Graph Convolutional Networks, IEEE T-ITS, 2022. [ ]
- paper
Trajectory Prediction Neural Network and Model Interpretation Based on Temporal Pattern Attention, IEEE T-ITS, 2022. [ ]
- paper
Learning Sparse Interaction Graphs of Partially Detected Pedestrians for Trajectory Prediction, IEEE RA-L, 2022. [ ] [ ]
- paper
GAMMA: A General Agent Motion Prediction Model for Autonomous Driving, RAL. [ ] [ ]
- paper
Stepwise Goal-Driven Networks for Trajectory Prediction, RAL. [ ] [ ]
- paper
GA-STT: Human Trajectory Prediction with Group Aware Spatial-Temporal Transformer, RAL. [ ]
- paper
Long-term 4D trajectory prediction using generative adversarial networks, Transportation Research Part C: Emerging Technologies. [ ]
- paper
A context-aware pedestrian trajectory prediction framework for automated vehicles, Transportation Research Part C: Emerging Technologies. [ ]
- paper
Explainable multimodal trajectory prediction using attention models, Transportation Research Part C: Emerging Technologies. [ ]
- paper
CSCNet: Contextual semantic consistency network for trajectory prediction in crowded spaces, PR. [ ]
- paper
CSR: Cascade Conditional Variational AutoEncoder with Social-aware Regression for Pedestrian Trajectory Prediction, PR. [ ]
- paper
Step Attention: Sequential Pedestrian Trajectory Prediction, IEEE Sensors Journal. [ ]
- paper
Vehicle Trajectory Prediction Method Coupled With Ego Vehicle Motion Trend Under Dual Attention Mechanism, IEEE Transactions on Instrumentation and Measurement. [ ]
- paper
Spatio-temporal Interaction Aware and Trajectory Distribution Aware Graph Convolution Network for Pedestrian Multimodal Trajectory Prediction, IEEE Transactions on Instrumentation and Measurement. [ ]
- paper
Deep encoder–decoder-NN: A deep learning-based autonomous vehicle trajectory prediction and correction model, Physica A: Statistical Mechanics and its Applications. [ ]
- paper
PTPGC: Pedestrian trajectory prediction by graph attention network with ConvLSTM, Robotics and Autonomous Systems. [ ]
- paper
GCHGAT: pedestrian trajectory prediction using group constrained hierarchical graph attention networks, Applied Intelligence. [ ]
- paper
Vehicles Trajectory Prediction Using Recurrent VAE Network, IEEE Access. [ ] [ ]
- paper
SEEM: A Sequence Entropy Energy-Based Model for Pedestrian Trajectory All-Then-One Prediction, TPAMI. [ ]
- paper
PTP-STGCN: Pedestrian Trajectory Prediction Based on a Spatio-temporal Graph Convolutional Neural Network, Applied Intelligence. [ ]
- paper
Trajectory distributions: A new description of movement for trajectory prediction, Computational Visual Media. [ ]
- paper
Trajectory prediction for autonomous driving based on multiscale spatial-temporal graph, IET Intelligent Transport Systems. [ ]
- paper
Continual learning-based trajectory prediction with memory augmented networks, Knowledge-Based Systems. [ ]
- paper
Atten-GAN: Pedestrian Trajectory Prediction with GAN Based on Attention Mechanism, Cognitive Computation. [ ]
- paper
EvoSTGAT: Evolving spatiotemporal graph attention networks for pedestrian trajectory prediction, Neurocomputing. [ ]
- paper
Raising context awareness in motion forecasting, CVPR Workshops 2022. [ ] [ ]
- paper
Goal-driven Self-Attentive Recurrent Networks for Trajectory Prediction, CVPR Workshops 2022. [ ] [ ]
- paper
Importance Is in Your Attention: Agent Importance Prediction for Autonomous Driving, CVPR Workshops 2022. [ ]
- paper
MPA: MultiPath++ Based Architecture for Motion Prediction, CVPR Workshops 2022. [ ] [ ]
- paper
TPAD: Identifying Effective Trajectory Predictions Under the Guidance of Trajectory Anomaly Detection Model, arXiv:2201.02941, 2022. [ ]
- paper
Wayformer: Motion Forecasting via Simple & Efficient Attention Networks, arXiv preprint arXiv:2207.05844, 2022. [ ]
- paper
PreTR: Spatio-Temporal Non-Autoregressive Trajectory Prediction Transformer, arXiv preprint arXiv:2203.09293, 2022. [ ]
- paper
LatentFormer: Multi-Agent Transformer-Based Interaction Modeling and Trajectory Prediction, arXiv preprint arXiv:2203.01880, 2022. [ ]
- paper
Diverse Multiple Trajectory Prediction Using a Two-stage Prediction Network Trained with Lane Loss, arXiv preprint arXiv:2206.08641, 2022. [ ]
- paper
Semi-supervised Semantics-guided Adversarial Training for Trajectory Prediction, arXiv preprint arXiv:2205.14230, 2022. [ ]
- paper
Heterogeneous Trajectory Forecasting via Risk and Scene Graph Learning, arXiv preprint arXiv:2211.00848, 2022. [ ]
- paper
GATraj: A Graph- and Attention-based Multi-Agent Trajectory Prediction Model, arXiv preprint arXiv:2209.07857, 2022. [ ] [ ]
- paper
Dynamic-Group-Aware Networks for Multi-Agent Trajectory Prediction with Relational Reasoning, arXiv preprint arXiv:2206.13114, 2022. [ ]
- paper
Collaborative Uncertainty Benefits Multi-Agent Multi-Modal Trajectory Forecasting, arXiv preprint arXiv:2207.05195, 2022. [ ] [ ]
- paper
Guided Conditional Diffusion for Controllable Traffic Simulation, arXiv preprint arXiv:2210.17366, 2022. [ ] [ ]
- paper
PhysDiff: Physics-Guided Human Motion Diffusion Model, arXiv preprint arXiv:2212.02500, 2022. [ ]
- paper
MPA: MultiPath++ Based Architecture for Motion Prediction, CVPR Workshop on Autonomous Driving 2022. [ ] [ ]
- paper
Collaborative Uncertainty in Multi-Agent Trajectory Forecasting, NeurIPS 2021. [ ]
- paper
GRIN: Generative Relation and Intention Network for Multi-agent Trajectory Prediction, NeurIPS 2021. [ ] [ ]
- paper
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Bayesian intention inference for trajectory prediction with an unknown goal destination, IROS 2015. [ ]
- paper
Learning to predict trajectories of cooperatively navigating agents, ICRA 2014. [ ]
Literature and Codes / Sport Players
- paper
EvolveGraph: Multi-Agent Trajectory Prediction with Dynamic Relational Reasoning, NeurIPS 2020. [ ]
- paper
Imitative Non-Autoregressive Modeling for Trajectory Forecasting and Imputation, CVPR 2020. [ ]
- paper
DAG-Net: Double Attentive Graph Neural Network for Trajectory Forecasting, ICPR 2020. [ ] [ ]
- paper
Diverse Generation for Multi-Agent Sports Games, CVPR 2019. [ ]
- paper
Stochastic Prediction of Multi-Agent Interactions from Partial Observations, ICLR 2019. [ ]
- paper
Generating Multi-Agent Trajectories using Programmatic Weak Supervision, ICLR 2019. [ ]
- paper
Generative Multi-Agent Behavioral Cloning, ICML 2018. [ ]
- paper
Where Will They Go? Predicting Fine-Grained Adversarial Multi-Agent Motion using Conditional Variational Autoencoders, ECCV 2018. [ ]
- paper
Coordinated Multi-Agent Imitation Learning, ICML 2017. [ ]
- paper
Generating long-term trajectories using deep hierarchical networks, 2017. [ ]
- paper
Learning Fine-Grained Spatial Models for Dynamic Sports Play Prediction, ICDM 2014. [ ]
- paper
Generative Modeling of Multimodal Multi-Human Behavior, 2018. [ ]
- paper
What will Happen Next? Forecasting Player Moves in Sports Videos, ICCV 2017, [ ]
Literature and Codes / Benchmark and Evaluation Metrics
- paper
A Preprocessing and Evaluation Toolbox for Trajectory Prediction Research on the Drone Datasets, arXiv preprint arXiv:2405.00604, 2024. [ ] [ ]
- paper
Social-Implicit: Rethinking Trajectory Prediction Evaluation and The Effectiveness of Implicit Maximum Likelihood Estimation, ECCV 2022. [ ] [ ]
- paper
OpenTraj: Assessing Prediction Complexity in Human Trajectories Datasets, ACCV 2020. [ ] [ ]
- paper
Testing the Safety of Self-driving Vehicles by Simulating Perception and Prediction, ECCV 2020. [ ]
- paper
PIE: A Large-Scale Dataset and Models for Pedestrian Intention Estimation and Trajectory Prediction, ICCV 2019. [ ]
- paper
Towards a fatality-aware benchmark of probabilistic reaction prediction in highly interactive driving scenarios, ITSC 2018. [ ]
- paper
How good is my prediction? Finding a similarity measure for trajectory prediction evaluation, ITSC 2017. [ ]
- website
Trajnet: Towards a benchmark for human trajectory prediction. [ ]
Literature and Codes / Others
- paper
Pose Based Start Intention Detection of Cyclists, ITSC 2019. [ ]
- paper
Cyclist trajectory prediction using bidirectional recurrent neural networks, AI 2018. [ ]
- paper
Road infrastructure indicators for trajectory prediction, 2018. [ ]
- paper
Using road topology to improve cyclist path prediction, 2017. [ ]
- paper
Trajectory prediction of cyclists using a physical model and an artificial neural network, 2016. [ ]
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