Multi-Object Tracking on BFT 1.0 (test)
72.6Detection AccuracyNetTrack
Evaluation results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| NetTrackDetector=Grounding DINO, Setting=Zero-shot2024.03 | 72.6 | 72.5 | 80.7 | 83.3 | 65.2 | 70.4 | 82.5 | 68.7 | 78.9 | 77 | |
| MOTIP2024.03 | 69.6 | — | — | — | 71.8 | — | — | 70.5 | 77.1 | 82.1 | |
| IOUTrackerDetector=YOLOX, Setting=Finetuned2024.03 | 67.5 | 70.5 | 75.2 | 79 | 66.3 | 70.2 | 85.5 | 66.6 | 78.5 | 76.4 | |
| OC-SORTDetector=Grounding DINO, Setting=Zero-shot2024.03 | 66.8 | 69 | 70.9 | 87.9 | 67.2 | 70.1 | 90.4 | 66.9 | 73.6 | 76 | |
| TrackFormerDetector=Deformable DETR, Setting=Finetuned2024.03 | 66 | 67.4 | 74.5 | 78.9 | 61.1 | 65.8 | 82.8 | 63.3 | 74.1 | 72.4 | |
| TransCenter2024.03 | 66 | — | — | — | 61.1 | — | — | 60 | 74.1 | 72.4 | |
| TrackFormer2024.03 | 66 | — | — | — | 61.1 | — | — | 63.3 | 74.1 | 72.4 | |
| TransCenterDetector=Deformable DETR, Setting=Finetuned2024.03 | 65.8 | 63.5 | 73.2 | 77.6 | 55.3 | 58.5 | 82.8 | 60 | 76.4 | 68.6 | |
| OC-SORTDetector=YOLOX, Setting=Finetuned2024.03 | 65.4 | 68.9 | 69.2 | 83.8 | 68.7 | 72.1 | 86.8 | 66.8 | 77.1 | 79.3 | |
| OC-SORT2024.03 | 65.4 | — | — | — | 68.7 | — | — | 66.8 | 77.1 | 79.3 | |
| TransTrackDetector=Deformable DETR, Setting=Finetuned2024.03 | 64.2 | 66.8 | 73.9 | 76.9 | 60.3 | 64.6 | 82.1 | 62.1 | 71.4 | 71.4 | |
| IOUTrackerDetector=Grounding DINO, Setting=Zero-shot2024.03 | 62.3 | 70.9 | 77.4 | 71.9 | 65 | 70.8 | 82.4 | 63.5 | 65.8 | 70.7 | |
| ByteTrackDetector=YOLOX, Setting=Finetuned2024.03 | 61.2 | 65.2 | 66.3 | 75.3 | 64.1 | 69 | 77.1 | 62.5 | 77.2 | 82.3 | |
| NetTrackDetector=YOLOX, Setting=Zero-shot2024.03 | 61.2 | 63.3 | 70.6 | 77.6 | 56.8 | 60.5 | 83.3 | 58.8 | 62.5 | 65.1 | |
| ByteTrack2024.03 | 61.2 | — | — | — | 64.1 | — | — | 62.5 | 77.2 | 82.3 | |
| ByteTrackDetector=Grounding DINO, Setting=Zero-shot2024.03 | 61.1 | 64.1 | 67.9 | 73 | 60.5 | 66.5 | 73.7 | 60.7 | 74.9 | 78.9 | |
| Tracktor++Detector=YOLOX, Setting=Zero-shot2024.03 | 60.9 | 29 | 65.8 | 82.4 | 12.9 | 20.4 | 29.7 | 27.8 | 35 | 26.2 | |
| SORTDetector=YOLOX, Setting=Finetuned2024.03 | 60.6 | 63.2 | 64.2 | 78.7 | 62.3 | 65.5 | 82 | 61.2 | 75.5 | 77.2 | |
| SORT2024.03 | 60.6 | — | — | — | 62.3 | — | — | 61.2 | 75.5 | 77.2 | |
| SORTDetector=Grounding DINO, Setting=Zero-shot2024.03 | 60.1 | 59.9 | 63.9 | 81.1 | 56.2 | 58.9 | 84.1 | 57.9 | 71.4 | 69.7 | |
| CenterTrackDetector=CenterNet, Setting=Finetuned2024.03 | 58.5 | 61.6 | 70.5 | 71.5 | 54 | 57.8 | 82.8 | 56 | 60.2 | 61 | |
| CenterTrack2024.03 | 58.5 | — | — | — | 54 | — | — | 65 | 60.2 | 61 | |
| OC-SORTDetector=YOLOX, Setting=Zero-shot2024.03 | 55.2 | 58.5 | 57.7 | 87.7 | 59.4 | 62 | 87.9 | 57.2 | 61 | 66.6 | |
| IOUTrackerDetector=YOLOX, Setting=Zero-shot2024.03 | 54.1 | 55.6 | 57.3 | 84.9 | 53.9 | 57.4 | 84.1 | 53.9 | 60.1 | 59.1 | |
| FairMOTDetector=CenterNet, Setting=Finetuned2024.03 | 53.3 | 40.2 | 57.5 | 75.7 | 28.2 | 29.4 | 78.3 | 38.5 | 56 | 41.8 | |
| FairMOT2024.03 | 53.3 | — | — | — | 28.2 | — | — | 40.2 | 56 | 41.8 | |
| SORTDetector=YOLOX, Setting=Zero-shot2024.03 | 52.2 | 54.2 | 55.4 | 79.5 | 53 | 55.7 | 82.8 | 52.5 | 60.6 | 63.6 | |
| ByteTrackDetector=YOLOX, Setting=Zero-shot2024.03 | 51.6 | 54.8 | 56 | 73.3 | 53.7 | 58.5 | 73.4 | 52.5 | 61.5 | 68.4 | |
| StrongSORTDetector=YOLOX, Setting=Zero-shot2024.03 | 48.3 | 43.2 | 54.7 | 73 | 34.2 | 36.8 | 74.2 | 40.4 | 47.9 | 43.4 | |
| DeepSORTDetector=YOLOX, Setting=Zero-shot2024.03 | 48.1 | 44.7 | 53.1 | 71 | 37.8 | 40.4 | 74.8 | 42.3 | 51.3 | 49.9 | |
| CSTrackDetector=YOLO-v5, Setting=Finetuned2024.03 | 47 | 34.2 | 49.6 | 79.9 | 23.7 | 24.5 | 81.1 | 33.2 | 46.7 | 34.5 | |
| CSTrack2024.03 | 47 | — | — | — | 23.7 | — | — | 33.2 | 46.7 | 34.5 | |
| StrongSORT++Detector=YOLOX, Setting=Zero-shot2024.03 | 44.2 | 42.9 | 54.1 | 61.7 | 34.4 | 37.5 | 69.2 | 38.6 | 39.4 | 42.9 | |
| JDEDetector=YOLO-v3, Setting=Finetuned2024.03 | 40.9 | 33 | 46.9 | 61 | 23.4 | 24.7 | 66.7 | 30.7 | 35.4 | 37.4 | |
| JDE2024.03 | 40.9 | — | — | — | 23.4 | — | — | 30.7 | 35.4 | 37.4 | |
| P3AFormerDetector=Deformable DETR, Setting=Finetuned2024.03 | 38.1 | 42.3 | 40.9 | 71.9 | 44 | 46.9 | 75.7 | 40.7 | 43.8 | 52.9 | |
| Deep OC-SORTDetector=YOLOX, Setting=Zero-shot2024.03 | 25.4 | 33.6 | 26.4 | 81.5 | 42.8 | 45.3 | 84.3 | 32.9 | 25.7 | 39.3 |