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SotA/Time Series/Trajectory Prediction/nuScenes

Trajectory Prediction on nuScenes

Metric: MinADE_5 (higher is better)

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Results

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#Model↕MinADE_5▼Extra DataPaperDate↕Code
1CoverNet4.61No---
2xli42174.46No---
3Physics Oracle3.7No---
4KeepCalm2.74No---
5CoverNet, Fixed, Epsilon 22.62No---
6Semir2.38No---
785362.36No---
8teamcc2.28No---
9pq2.23No---
10VI tp2.08No---
1112232.06Yes---
12invett1.92No---
13Trajectron++1.88NoTrajectron++: Dynamically-Feasible Trajectory Fo...2020-01-09Code
14IUCVL-SGNet1.86No---
15AgentFormer1.86NoAgentFormer: Agent-Aware Transformers for Socio-...2021-03-25Code
16yihang1.82No---
17MHA_JAM1.81No---
18Lane_vae1.69No---
19ENTC-UoM1.67No---
20cxx1.63No---
21LaPred1.47No---
22P2T1.45NoTrajectory Forecasts in Unknown Environments Con...2020-01-03Code
23GOHOME1.42NoGOHOME: Graph-Oriented Heatmap Output for future...2021-09-04-
24Noah_prediction1.38No---
25Autobot1.37No---
26JAL-MTP1.36No---
27THOMAS1.33NoTHOMAS: Trajectory Heatmap Output with learned M...2021-10-13-
28CASPNet_v21.28NoContext-Aware Scene Prediction Network (CASPNet)2022-01-18-
29PGP1.27NoMultimodal Trajectory Prediction Conditioned on ...2021-06-28Code
30LaPred++1.24No---
31FRM1.18NoLeveraging Future Relationship Reasoning for Veh...2023-05-24-
32CASPNet++1.16NoCASPNet++: Joint Multi-Agent Motion Prediction2023-08-15-
33SemanticFormer1.14NoSemanticFormer: Holistic and Semantic Traffic Sc...2024-04-30Code
34UniTraj (MTR)0.96YesUniTraj: A Unified Framework for Scalable Vehicl...2024-03-22Code