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SotA/Time Series/Trajectory Prediction/ETH/UCY

Trajectory Prediction on ETH/UCY

Metric: ADE-8/12 (higher is better)

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#Model↕ADE-8/12▼Extra DataPaperDate↕Code
1Sophie0.54NoSoPhie: An Attentive GAN for Predicting Paths Co...2018-06-05Code
2Social-STGCNN0.49NoSocial-STGCNN: A Social Spatio-Temporal Graph Co...2020-02-27Code
3CGNS0.49NoConditional Generative Neural System for Probabi...2019-05-05-
4Social BiGAT0.48NoSocial-BiGAT: Multimodal Trajectory Forecasting ...2019-07-04-
5Next0.46NoPeeking into the Future: Predicting Future Perso...2019-02-11Code
6TPNSTA0.37NoTemporal Pyramid Network for Pedestrian Trajecto...2020-12-03Code
7Social-Implicit0.33NoSocial-Implicit: Rethinking Trajectory Predictio...2022-03-06Code
8MANTRA0.32NoMANTRA: Memory Augmented Networks for Multiple T...2020-06-05Code
9Transformer TF0.31NoTransformer Networks for Trajectory Forecasting2020-03-18Code
10PECNet0.29NoIt Is Not the Journey but the Destination: Endpo...2020-04-04Code
11AgentFomer0.23NoAgentFormer: Agent-Aware Transformers for Socio-...2021-03-25Code
12MemoNet0.21NoRemember Intentions: Retrospective-Memory-based ...2022-03-22Code
13Trajectron++0.21NoTrajectron++: Dynamically-Feasible Trajectory Fo...2020-01-09Code
14EqMotion0.21NoEqMotion: Equivariant Multi-agent Motion Predict...2023-03-20Code
15PPT0.2NoProgressive Pretext Task Learning for Human Traj...2024-07-16Code
16Social-NCE + Trajectron++0.19NoSocial NCE: Contrastive Learning of Socially-awa...2020-12-21Code
17Y-Net0.18NoFrom Goals, Waypoints & Paths To Long Term Human...2020-12-02Code
18V^2-Net0.18NoView Vertically: A Hierarchical Network for Traj...2021-10-14Code
19SGNet0.18NoStepwise Goal-Driven Networks for Trajectory Pre...2021-03-25Code
20NSP0.17NoHuman Trajectory Prediction via Neural Social Ph...2022-07-21Code