| MeMoSORT: Memory-Assisted Filtering and Motion-Adaptive Association Metric for Multi-Person Tracking | | 82.1 | 86.4 | 75.6 | 97.0 | 89.3 | MeMoSORT | 2025-08-13 |
| Learning Association via Track-Detection Matching for Multi-Object Tracking | ✓ Link | 81.9 | 87.5 | | 95.8 | | TDLP | 2025-12-26 |
| ARC-SORT: Adaptive, Robust, Compensated Multi-Object Tracking with Interacting Multiple Models | | 81.82 | 88.47 | 76.24 | 97.09 | 87.84 | ARC-SORT | 2026-10-15 |
| Mode-Conditioned Residual Calibration for Multi-Object Tracking | | 81.6 | 85.6 | | 96.5 | | CAMEL+MCRC | 2026-09-08 |
| Training-Free Long-Term Multi-Object Tracking for Sports Video Analytics | ✓ Link | 81.5 | 86.0 | | 96.8 | | McByte++ (offline, GTA) | 2026-08-16 |
| GTA: Global Tracklet Association for Multi-Object Tracking in Sports | ✓ Link | 81.0 | 86.5 | 74.5 | 96.3 | 88.2 | DeepEIoU + GTA | 2024-11-12 |
| History-Aware Transformation of ReID Features for Multiple Object Tracking | ✓ Link | 80.8 | 84.7 | 73.1 | | 89.4 | HAT-FastReID-MOT | 2025-03-16 |
| CAMELTrack: Context-Aware Multi-cue ExpLoitation for Online Multi-Object Tracking | ✓ Link | 80.4 | 84.8 | 72.8 | 96.3 | 88.8 | CAMELTrack (fully online) | 2025-05-02 |
| Deep HM-SORT: Enhancing Multi-Object Tracking in Sports with Deep Features, Harmonic Mean, and Expansion IOU | | 80.1 | 85.2 | 72.7 | 96.6 | 88.3 | Deep HM-SORT | 2024-06-17 |
| Training-Free Long-Term Multi-Object Tracking for Sports Video Analytics | ✓ Link | 79.9 | 83.6 | | 96.9 | | McByte++ (online) | 2026-08-16 |
| Associate Everything Detected: Facilitating Tracking-by-Detection to the Unknown | ✓ Link | 79.1 | 81.8 | 70.1 | 97.1 | 89.4 | AED | 2024-09-14 |
| Engineering an Efficient Object Tracker for Non-Linear Motion | | 78.7 | 81.7 | 70.3 | 96.5 | 88.1 | DeepMoveSORT | 2024-06-30 |
| Hypergraph-State Collaborative Reasoning for Multi-Object Tracking | | 78.5 | 80.0 | 69.2 | 97.0 | 89.2 | HyperSSM | 2026-04-14 |
| SAMIDARE: Advanced Tracking-by-Segmentation for Dense Scenarios | | 77.3 | 78.6 | | | | SAMIDARE | 2026-04-24 |
| Iterative Scale-Up ExpansionIoU and Deep Features Association for Multi-Object Tracking in Sports | ✓ Link | 77.2 | 79.8 | 67.7 | 96.3 | 88.2 | Deep-EIoU | 2023-06-22 |
| No Train Yet Gain: Towards Generic Multi-Object Tracking in Sports and Beyond | ✓ Link | 76.9 | 77.5 | | 97.2 | | McByte | 2025-06-02 |
| Fast Self-Supervised depth and mask aware Association for Multi-Object Tracking | ✓ Link | 76.4 | 77.1 | 66.0 | 95.84 | 88.4 | SelfTrEncMOT | 2025-10-10 |
| GateMOT: Q-Gated Attention for Dense Object Tracking | | 76.3 | 79.0 | 65.2 | 96.5 | 88.5 | GateMOT | 2026-04-29 |
| DiffMOT: A Real-time Diffusion-based Multiple Object Tracker with Non-linear Prediction | ✓ Link | 76.2 | 76.1 | | 97.1 | | DiffMOT (extra data) | 2024-03-04 |
| Occlusion-Aware SORT: Observing Occlusion for Robust Multi-Object Tracking | | 75.2 | 75.8 | 63.8 | 96.3 | | OA-SORT | 2026-03-06 |
| Beyond Kalman Filters: Deep Learning-Based Filters for Improved Object Tracking | ✓ Link | 74.6 | 76.9 | 63.7 | 96.7 | 87.5 | MoveSORT | 2024-02-15 |
| ETTrack: Enhanced Temporal Motion Predictor for Multi-Object Tracking | | 74.3 | 74.5 | 62.1 | 96.8 | 88.8 | ETTrack | 2024-05-24 |
| SportsMOT: A Large Multi-Object Tracking Dataset in Multiple Sports Scenes | ✓ Link | 74.1 | 74.4 | 62.0 | 96.5 | 88.5 | MixSort-OC | 2023-04-11 |
| Towards Generalizable Multi-Object Tracking | ✓ Link | 74.1 | 76.4 | | 96.8 | | GeneralTrack | 2024-06-01 |
| MotionTrack: Learning Motion Predictor for Multiple Object Tracking | | 74.0 | 74.0 | 61.7 | 96.6 | 88.8 | MotionTrack | 2023-06-05 |
| Observation-Centric SORT: Rethinking SORT for Robust Multi-Object Tracking | ✓ Link | 73.7 | 74.0 | 61.5 | 96.5 | 88.5 | OC-SORT | 2022-03-27 |
| MambaMOT: State-Space Model as Motion Predictor for Multi-Object Tracking | | 71.3 | 71.1 | 58.6 | 94.9 | 86.7 | MambaMOT | 2024-03-16 |
| MeMOTR: Long-Term Memory-Augmented Transformer for Multi-Object Tracking | ✓ Link | 70.0 | 71.4 | 59.1 | 91.5 | 83.1 | MeMOTR | 2023-07-28 |
| TransTrack: Multiple Object Tracking with Transformer | ✓ Link | 68.9 | 71.5 | 57.5 | 92.6 | 82.7 | TransTrack | 2020-12-31 |
| MeMOTR: Long-Term Memory-Augmented Transformer for Multi-Object Tracking | ✓ Link | 68.8 | 69.9 | 57.8 | 90.2 | 82.0 | MeMOTR (Deformable-DETR) | 2023-07-28 |
| SportsMOT: A Large Multi-Object Tracking Dataset in Multiple Sports Scenes | ✓ Link | 65.7 | 74.1 | 54.8 | 96.2 | 78.8 | MixSort-Byte | 2023-04-11 |
| ByteTrack: Multi-Object Tracking by Associating Every Detection Box | ✓ Link | 64.1 | 71.4 | 52.3 | 95.9 | 78.5 | ByteTrack | 2021-10-13 |
| Tracking Objects as Points | ✓ Link | 62.7 | 60.0 | 48.0 | 90.8 | 82.1 | CenterTrack | 2020-04-02 |
| Quasi-Dense Similarity Learning for Multiple Object Tracking | ✓ Link | 60.4 | 62.3 | 47.2 | 90.1 | 77.5 | QDTrack | 2020-06-11 |
| Global Tracking Transformers | ✓ Link | 54.5 | 55.8 | 45.9 | 67.9 | 64.8 | GTR | 2022-03-24 |
| FairMOT: On the Fairness of Detection and Re-Identification in Multiple Object Tracking | ✓ Link | 49.3 | 53.5 | 34.7 | 86.4 | 70.2 | FairMOT | 2020-04-04 |