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SotA/Time Series/Trajectory Prediction/nuScenes

Trajectory Prediction on nuScenes

Metric: OffRoadRate (higher is better)

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Results

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#Model↕OffRoadRate▼Extra DataPaperDate↕Code
1KeepCalm0.5No---
212230.37Yes---
3VI tp0.34No---
4teamcc0.31No---
5Trajectron++0.25NoTrajectron++: Dynamically-Feasible Trajectory Fo...2020-01-09Code
6CoverNet0.14No---
7Semir0.13No---
8CoverNet, Fixed, Epsilon 20.13No---
9pq0.12No---
10Physics Oracle0.12No---
11Lane_vae0.11No---
12invett0.1No---
13LaPred0.09No---
14cxx0.08No---
1585360.08No---
16UniTraj (MTR)0.07YesUniTraj: A Unified Framework for Scalable Vehicl...2024-03-22Code
17ENTC-UoM0.07No---
18MHA_JAM0.07No---
19xli42170.07No---
20LaPred++0.06No---
21GOHOME0.04NoGOHOME: Graph-Oriented Heatmap Output for future...2021-09-04-
22IUCVL-SGNet0.04No---
23SemanticFormer0.03NoSemanticFormer: Holistic and Semantic Traffic Sc...2024-04-30Code
24PGP0.03NoMultimodal Trajectory Prediction Conditioned on ...2021-06-28Code
25THOMAS0.03NoTHOMAS: Trajectory Heatmap Output with learned M...2021-10-13-
26JAL-MTP0.03No---
27P2T0.03NoTrajectory Forecasts in Unknown Environments Con...2020-01-03Code
28yihang0.03No---
29FRM0.02NoLeveraging Future Relationship Reasoning for Veh...2023-05-24-
30Autobot0.02No---
31Noah_prediction0.02No---
32CASPNet++0.01NoCASPNet++: Joint Multi-Agent Motion Prediction2023-08-15-
33CASPNet_v20.01NoContext-Aware Scene Prediction Network (CASPNet)2022-01-18-