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SotA/Time Series/Trajectory Prediction/nuScenes

Trajectory Prediction on nuScenes

Metric: MinFDE_1 (higher is better)

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Results

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#Model↕MinFDE_1▼Extra DataPaperDate↕Code
1teamcc15.95No---
2122315.66Yes---
3KeepCalm11.86No---
4CoverNet, Fixed, Epsilon 211.36No---
5CoverNet11.21No---
6Semir10.73No---
7P2T10.5NoTrajectory Forecasts in Unknown Environments Con...2020-01-03Code
8VI tp9.97No---
985369.82No---
10pq9.54No---
11Trajectron++9.52NoTrajectron++: Dynamically-Feasible Trajectory Fo...2020-01-09Code
12xli42179.52No---
13invett9.29No---
14IUCVL-SGNet9.25No---
15Physics Oracle9.09No---
16cxx8.86No---
17MHA_JAM8.57No---
18ENTC-UoM8.43No---
19LaPred8.37No---
20yihang8.23No---
21Autobot8.19No---
22Noah_prediction8.1No---
23Lane_vae7.91No---
24JAL-MTP7.87No---
25LaPred++7.58No---
26PGP7.17NoMultimodal Trajectory Prediction Conditioned on ...2021-06-28Code
27CASPNet_v27.02NoContext-Aware Scene Prediction Network (CASPNet)2022-01-18-
28GOHOME6.99NoGOHOME: Graph-Oriented Heatmap Output for future...2021-09-04-
29THOMAS6.71NoTHOMAS: Trajectory Heatmap Output with learned M...2021-10-13-
30FRM6.59NoLeveraging Future Relationship Reasoning for Veh...2023-05-24-
31SemanticFormer6.27NoSemanticFormer: Holistic and Semantic Traffic Sc...2024-04-30Code
32CASPNet++6.18NoCASPNet++: Joint Multi-Agent Motion Prediction2023-08-15-
33UniTraj (MTR)5.4YesUniTraj: A Unified Framework for Scalable Vehicl...2024-03-22Code