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SotA/Time Series/Trajectory Prediction/nuScenes

Trajectory Prediction on nuScenes

Metric: MinADE_10 (higher is better)

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Results

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#Model↕MinADE_10▼Extra DataPaperDate↕Code
112239.72Yes---
2CoverNet4.61No---
3xli42174.46No---
4Physics Oracle3.7No---
5KeepCalm2.13No---
6teamcc2No---
7invett1.92No---
8CoverNet, Fixed, Epsilon 21.92No---
985361.76No---
10pq1.68No---
11ENTC-UoM1.67No---
12VI tp1.67No---
13Semir1.66No---
14Trajectron++1.51NoTrajectron++: Dynamically-Feasible Trajectory Fo...2020-01-09Code
15AgentFormer1.45NoAgentFormer: Agent-Aware Transformers for Socio-...2021-03-25Code
16IUCVL-SGNet1.4No---
17cxx1.29No---
18MHA_JAM1.24No---
19P2T1.16NoTrajectory Forecasts in Unknown Environments Con...2020-01-03Code
20GOHOME1.15NoGOHOME: Graph-Oriented Heatmap Output for future...2021-09-04-
21SemanticFormer1.14NoSemanticFormer: Holistic and Semantic Traffic Sc...2024-04-30Code
22LaPred1.12No---
23Lane_vae1.1No---
24Noah_prediction1.08No---
25LaPred++1.05No---
26THOMAS1.04NoTHOMAS: Trajectory Heatmap Output with learned M...2021-10-13-
27yihang1.04No---
28Autobot1.03No---
29CASPNet_v21.01NoContext-Aware Scene Prediction Network (CASPNet)2022-01-18-
30JAL-MTP0.99No---
31PGP0.94NoMultimodal Trajectory Prediction Conditioned on ...2021-06-28Code
32CASPNet++0.92NoCASPNet++: Joint Multi-Agent Motion Prediction2023-08-15-
33FRM0.88NoLeveraging Future Relationship Reasoning for Veh...2023-05-24-
34UniTraj (MTR)0.84YesUniTraj: A Unified Framework for Scalable Vehicl...2024-03-22Code