Multi-Object Tracking on SportsMOT (test)
86.8HOTASAM 3-Deep-EIoU
Evaluation results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| SAM 3-Deep-EIoUIteration=32026.06 | 86.8 | 93.2 | 84.2 | 97.3 | — | — | — | — | — | — | |
| NOOUGATProcessing stride=Offline2025.09 | 85.6 | 92.3 | 83 | 95.9 | — | — | — | — | — | — | |
| NOOUGATProcessing Mode=Offline, Shared Detections=true2025.09 | 85.6 | 92.3 | 83 | 95.9 | — | — | — | — | — | — | |
| NOOUGAT2026.06 | 85.6 | 92.3 | 83 | 95.9 | — | — | — | — | — | — | |
| SAM 2-Deep-EIoUIteration=22026.06 | 85.5 | 91.2 | 81.7 | 97.3 | — | — | — | — | — | — | |
| TDLPMethod Category=tbd (extra features), Training setup=Train2025.12 | 81.9 | 87.5 | 76.3 | 95.8 | 88 | — | — | — | — | — | |
| Deep-EIoU + GTAMethod Class=Enhanced, GTA Integration=Applied2024.11 | 81.04 | 86.51 | 74.51 | 96.32 | 88.21 | — | 2,737 | — | — | — | |
| NOOUGATProcessing stride=Online2025.09 | 81 | 85.3 | 74.3 | 96 | — | — | — | — | — | — | |
| NOOUGATProcessing Mode=Online, Shared Detections=true2025.09 | 81 | 85.3 | 74.3 | 96 | — | — | — | — | — | — | |
| CAMELTrackAssociation Category=Learned Association, Detector=YOLOX2025.05 | 80.4 | 84.8 | 72.8 | 96.3 | 88.8 | — | — | — | — | — | |
| CAMELTrackMethod Category=tbd (extra features), Training setup=Train2025.12 | 80.4 | 84.8 | 72.8 | 96.3 | 88.8 | — | — | — | — | — | |
| CAMELTrackAssociation Category=Learned Association, Detector=YOLOX, Input Modality=with keypoints2025.05 | 80.3 | 84.8 | 72.6 | 96.4 | 89 | — | — | — | — | — | |
| Deep HM-SORTTraining Setup=Train+Val2024.06 | 80.1 | 85.2 | 72.7 | 96.6 | 88.3 | 92.4 | 1,703 | 2,996 | — | — | |
| DeepMoveSORT-RNNFiltershared object detector=true2024.06 | 78.7 | 81.7 | 70.3 | 96.5 | 88.1 | — | — | — | — | — | |
| DeepMoveSORTMethod Category=tbd (extra features), Training setup=Train+Val2025.12 | 78.7 | 81.7 | 70.3 | 96.5 | 88.1 | — | — | — | — | — | |
| HyperSSMMethod category=motion-based, Motion estimation=learnable motion estimation2026.04 | 78.5 | 80 | 69.2 | 97 | 89.2 | — | — | — | — | — | |
| DeepMoveSORT-TransFiltershared object detector=true2024.06 | 77.6 | 80.1 | 68.3 | 96.5 | 88.2 | — | — | — | — | — | |
| SAMIDARETraining/Fine-tuning status on SportsMOT=false2026.04 | 77.3 | 78.6 | — | — | — | — | — | — | — | — | |
| Deep-EIoUMethod Class=Baseline, GTA Integration=None2024.11 | 77.21 | 79.81 | 67.63 | 96.3 | 88.22 | — | 2,909 | — | — | — | |
| Deep-EIoUTraining Setup=Train+Val2023.06 | 77.2 | 79.8 | 67.7 | 96.3 | 88.2 | 92.4 | 2,659 | 3,081 | — | — | |
| Deep-EIoUTraining Setup=Train+Val2024.06 | 77.2 | 79.8 | 67.7 | 96.3 | 88.2 | 92.4 | 2,659 | 3,081 | — | — | |
| Deep-EIoUshared object detector=true2024.06 | 77.2 | 79.8 | 67.7 | 96.3 | 88.2 | — | — | — | — | — | |
| Deep-EIoUAssociation Category=Heuristic Association2025.05 | 77.2 | 79.8 | 67.7 | 96.3 | 88.2 | — | — | — | — | — | |
| Deep-EIoUMethod Category=tbd (extra features), Training setup=Train+Val2025.12 | 77.2 | 79.8 | 67.7 | 96.3 | 88.2 | — | — | — | — | — | |
| Deep-EIoUProcessing stride=Online2025.09 | 77.2 | 79.8 | 67.7 | 96.3 | — | — | — | — | — | — | |
| Deep-EIoUProcessing Mode=Online2025.09 | 77.2 | 79.8 | 67.7 | 96.3 | — | — | — | — | — | — | |
| Deep-EIoU2026.06 | 77.2 | 79.8 | 67.7 | 96.3 | — | — | — | — | — | — | |
| McByteTraining/Fine-tuning status on SportsMOT=false2026.04 | 76.9 | 77.5 | — | — | — | — | — | — | — | — | |
| SAM2MOTTraining/Fine-tuning status on SportsMOT=false2026.04 | 76.4 | 76.5 | — | — | — | — | — | — | — | — | |
| GateMOTCategory=Learnable motion2026.04 | 76.3 | 79 | 65.2 | 96.5 | 88.5 | — | — | — | — | — | |
| TCMPDetector training data=SportsMOT train and val sets2026.05 | 76.3 | 76.5 | 65.3 | 96.8 | 89.2 | — | — | — | — | — | |
| DiffMOTdetector_trained_on_sportsmot=true2024.03 | 76.2 | 76.1 | 65.1 | 97.1 | 89.3 | — | — | — | — | — | |
| DiffMOTAssociation Category=Heuristic Association2025.05 | 76.2 | 76.1 | 65.1 | 97.1 | 89.3 | — | — | — | — | — | |
| DiffMOTMethod category=motion-based, Motion estimation=learnable motion estimation2026.04 | 76.2 | 76.1 | 65.1 | 97.1 | 89.3 | — | — | — | — | — | |
| DiffMOTProcessing stride=Online2025.09 | 76.2 | 76.1 | 65.1 | 97.1 | — | — | — | — | — | — | |
| DiffMOTProcessing Mode=Online, Shared Detections=true2025.09 | 76.2 | 76.1 | 65.1 | 97.1 | — | — | — | — | — | — | |
| DiffMOTTraining/Fine-tuning status on SportsMOT=true2026.04 | 76.2 | 76.1 | — | — | — | — | — | — | — | — | |
| DiffMOTCategory=Learnable motion2026.04 | 76.2 | 76.1 | 65.1 | 97.1 | 89.3 | — | — | — | — | — | |
| DiffMOTDetector training data=SportsMOT train and val sets2026.05 | 76.2 | 76.1 | 65.1 | 97.1 | 89.3 | — | — | — | — | — | |
| DiffMOT2026.06 | 76.2 | 76.1 | 65.1 | 97.1 | — | — | — | — | — | — | |
| DeepEIoUTraining/Fine-tuning status on SportsMOT=true2026.04 | 75.8 | 77.6 | — | — | — | — | — | — | — | — | |
| OA-SORTDetection protocol=Same Detection, Detector Training=SportsMOT train and validation sets2026.03 | 75.2 | 75.8 | 63.8 | 96.3 | — | — | — | — | — | — | |
| TDLP-bboxMethod Category=tbd (bbox features), Training setup=Train2025.12 | 74.8 | 79 | 64.1 | 95.4 | 87.2 | — | — | — | — | — | |
| Hybrid-SORTDetection protocol=Same Detection, Detector Training=SportsMOT train and validation sets2026.03 | 74.8 | 75.1 | 63.2 | 96.2 | — | — | — | — | — | — | |
| HAT-MASA-G-DINODetection=Grounding DINO, Zero-shot transfer=true2025.03 | 74.7 | 77.1 | 64.1 | — | — | — | — | — | — | — | |
| MoveSORTTraining Setup=Train+Val2024.06 | 74.6 | — | 63.7 | — | 87.5 | — | — | — | — | — | |
| MoveSORT2024.06 | 74.6 | 76.9 | 63.7 | 96.7 | 87.5 | — | — | — | — | — | |
| MoveSORT-RNNFilterFilter=RNNFilter2024.02 | 74.6 | 76.9 | 63.7 | 96.7 | 87.5 | — | — | — | — | — | |
| MoveSORTMethod Category=tbd (bbox features), Training setup=Train+Val2025.12 | 74.6 | 76.9 | 63.7 | 96.7 | 87.5 | — | — | — | — | — | |
| MoveSORT-NODEFilterFilter=NODEFilter2024.02 | 74.5 | 76.2 | 63 | 96.8 | 88 | — | — | — | — | — | |
| HAT-MASA-DeticDetection=Detic, Zero-shot transfer=true2025.03 | 74.5 | 76.7 | 63.7 | — | — | — | — | — | — | — | |
| ByteSSMMotion model type=learnable motion, motion model=TrackSSM2024.08 | 74.4 | 74.5 | 62.4 | 96.8 | 88.8 | — | — | — | — | — | |
| TrackSSMMethod category=motion-based, Motion estimation=learnable motion estimation2026.04 | 74.4 | 74.5 | 62.4 | 96.8 | 88.8 | — | — | — | — | — | |
| TrackSSMCategory=Learnable motion2026.04 | 74.4 | 74.5 | 62.4 | 96.8 | 88.8 | — | — | — | — | — | |
| ETTrackMotion model type=learnable motion2024.08 | 74.3 | 74.5 | 62.1 | 96.8 | 88.8 | — | — | — | — | — | |
| ETTrackDetector=YOLOX, Detector trained on SportsMOT train and validation sets=true2024.05 | 74.3 | 74.5 | 62.1 | 96.8 | 88.8 | 92.8 | 3,862 | 4,298 | — | — | |
| ETTrackMethod category=motion-based, Motion estimation=learnable motion estimation2026.04 | 74.3 | 74.5 | 62.1 | 96.8 | 88.8 | — | — | — | — | — | |
| ETTrackCategory=Learnable motion2026.04 | 74.3 | 74.5 | 62.1 | 96.8 | 88.8 | — | — | — | — | — | |
| MoveSORT-AR-RNNFilter=AR-RNN2024.02 | 74.2 | 74.6 | 62 | 97.1 | 88.8 | — | — | — | — | — | |
| MoveSORT-RNN-CNPFilter=RNN-CNP2024.02 | 74.2 | 74.6 | 62 | 97.1 | 88.8 | — | — | — | — | — | |
| MixSort-OCTraining Setup=Train+Val2023.04 | 74.1 | 74.4 | 62 | 96.5 | 88.5 | 92.7 | 2,781 | 3,199 | — | — | |
| MixSort-OCTraining Setup=Train+Val2023.06 | 74.1 | 74.4 | 62 | 96.5 | 88.5 | 92.7 | 2,781 | 3,199 | — | — | |
| Deep-EIoUTraining Setup=Train2023.06 | 74.1 | 75 | 63.1 | 95.1 | 87.2 | 92.5 | 3,066 | 3,471 | — | — | |
| MixSort-OCMotion=true, Appearance=true2023.06 | 74.1 | 74.4 | 62 | 96.5 | 88.5 | — | — | — | — | — | |
| MixSort-OCdetector_trained_on_sportsmot=true2024.03 | 74.1 | 74.4 | 62 | 96.5 | 88.5 | — | — | — | — | — | |
| MixSort-OCTraining Setup=Train+Val2024.06 | 74.1 | 74.4 | 62 | 96.5 | 88.5 | 92.7 | 2,781 | 3,199 | — | — | |
| Deep-EIoUTraining Setup=Train2024.06 | 74.1 | 75 | 63.1 | 95.1 | 87.2 | 92.5 | 3,066 | 3,471 | — | — | |
| MixSORT-OC2024.06 | 74.1 | 74.4 | 62 | 96.5 | 88.5 | — | — | — | — | — | |
| MixSort-OCMotion model type=learnable motion2024.08 | 74.1 | 74.4 | 62 | 96.5 | 88.5 | — | — | — | — | — | |
| MixSort_OCDetector=YOLOX, Detector trained on SportsMOT train and validation sets=true2024.05 | 74.1 | 74.4 | 62 | 96.5 | 88.5 | 92.7 | 2,781 | 3,199 | — | — | |
| MixSORTAssociation Category=Heuristic Association2025.05 | 74.1 | 74.4 | 62 | 96.5 | 88.5 | — | — | — | — | — | |
| Deep-EIoUMethod Category=tbd (extra features), Training setup=Train2025.12 | 74.1 | 75 | 63.1 | 95.1 | 87.2 | — | — | — | — | — | |
| MixSort-OCDetection protocol=Same Detection, Detector Training=SportsMOT train and validation sets2026.03 | 74.1 | 74.4 | 62 | 96.5 | — | — | — | — | — | — | |
| MixSortMethod category=motion-based, Motion estimation=learnable motion estimation2026.04 | 74.1 | 74.4 | 62 | 96.5 | 88.5 | — | — | — | — | — | |
| MixSort-OCProcessing stride=Online2025.09 | 74.1 | 74.4 | 62 | 96.5 | — | — | — | — | — | — | |
| MixSort-OCProcessing Mode=Online, Shared Detections=true2025.09 | 74.1 | 74.4 | 62 | 96.5 | — | — | — | — | — | — | |
| MixSort-OCTraining/Fine-tuning status on SportsMOT=true2026.04 | 74.1 | 74.4 | — | — | — | — | — | — | — | — | |
| GeneralTrackTraining/Fine-tuning status on SportsMOT=false2026.04 | 74.1 | 76.4 | — | — | — | — | — | — | — | — | |
| MixSORTCategory=Kalman filter2026.04 | 74.1 | 74.4 | 62 | 96.5 | 88.5 | — | — | — | — | — | |
| GeneralTrackCategory=Learnable motion2026.04 | 74.1 | 76.4 | 61.7 | 96.8 | 89 | — | — | — | — | — | |
| MixSort-OCDetector training data=SportsMOT train and val sets2026.05 | 74.1 | 74.4 | 62 | 96.5 | 88.5 | — | — | — | — | — | |
| MotionTrackMotion=true, Appearance=true2023.06 | 74 | 74 | 61.7 | 96.6 | 88.8 | — | — | — | — | — | |
| MotionTrackTraining Setup=Train2024.06 | 74 | — | 61.7 | — | 74 | — | — | — | — | — | |
| MotionTrack2024.06 | 74 | 74 | 61.7 | 96.6 | 88.8 | — | — | — | — | — | |
| DiffMOT*Motion model type=learnable motion, identical to ByteSSM except motion model=true2024.08 | 74 | 73.7 | 61.7 | 96.8 | 88.9 | — | — | — | — | — | |
| MotionTrackMotion model type=learnable motion2024.08 | 74 | 74 | 61.7 | 96.6 | 88.8 | — | — | — | — | — | |
| MotionTrackAssociation Category=Heuristic Association2025.05 | 74 | 74 | 61.7 | 96.6 | 88.8 | — | — | — | — | — | |
| MotionTrackProcessing stride=Online2025.09 | 74 | 74 | 61.7 | 96.6 | — | — | — | — | — | — | |
| MotionTrackProcessing Mode=Online2025.09 | 74 | 74 | 61.7 | 96.6 | — | — | — | — | — | — | |
| MotionTrackDetector training data=SportsMOT train and val sets2026.05 | 74 | 74 | 61.7 | 96.6 | 88.8 | — | — | — | — | — | |
| MotionTrack2026.06 | 74 | 74 | 61.7 | 96.6 | — | — | — | — | — | — | |
| MoveSORT-ACNPFilter=ACNP2024.02 | 73.9 | 74.4 | 61.5 | 97.1 | 88.8 | — | — | — | — | — | |
| DualMOTMethod category=query-based, Motion estimation=learnable motion estimation2026.04 | 73.9 | 78.7 | 66.6 | 91.5 | 82.2 | — | — | — | — | — | |
| MoveSORT-RNN-ODEFilter=RNN-ODE2024.02 | 73.8 | 74.1 | 61.4 | 97.1 | 88.8 | — | — | — | — | — | |
| OC-SORTTraining Setup=Train+Val2023.04 | 73.7 | 74 | 61.5 | 96.5 | 88.5 | 92.7 | 2,728 | 3,144 | — | — | |
| OC-SORTTraining Setup=Train+Val2023.06 | 73.7 | 74 | 61.5 | 96.5 | 88.5 | 92.7 | 2,728 | 3,144 | — | — | |
| OC-SORTdetector_trained_on_sportsmot=true2024.03 | 73.7 | 74 | 61.5 | 96.5 | 88.5 | — | — | — | — | — | |
| OC-SORTTraining Setup=Train+Val2024.06 | 73.7 | 74 | 61.5 | 96.5 | 88.5 | 92.7 | 2,728 | 3,144 | — | — | |
| OC_SORT2024.06 | 73.7 | 74 | 61.5 | 96.5 | 88.5 | — | — | — | — | — | |
| OC-SORTMotion model type=kalman filter2024.08 | 73.7 | 74 | 61.5 | 96.5 | 88.5 | — | — | — | — | — |