| PP-YOLOE: An evolved version of YOLO | ✓ Link | 77.7 | | | PPTracking | 2022-03-30 |
| ReMOTS: Self-Supervised Refining Multi-Object Tracking and Segmentation | | 76.9 | | | ReMOT | 2020-07-07 |
| Detection Recovery in Online Multi-Object Tracking with Sparse Graph Tracker | ✓ Link | 76.8 | 73.5 | | SGT | 2022-05-02 |
| TransMOT: Spatial-Temporal Graph Transformer for Multiple Object Tracking | | 76.7 | 76.8 | | STGT | 2021-04-01 |
| FairMOT: On the Fairness of Detection and Re-Identification in Multiple Object Tracking | ✓ Link | 74.9 | | | FairMOT | 2020-04-04 |
| Do Different Tracking Tasks Require Different Appearance Models? | ✓ Link | 74.7 | 71.8 | 683 | UniTrack | 2021-07-05 |
| Online Multi-Object Tracking with Unsupervised Re-Identification Learning and Occlusion Estimation | | 74.2 | 71.1 | 1324 | OUTrack_fm | 2022-01-04 |
| LMOT: Efficient Light-Weight Detection and Tracking in Crowds | ✓ Link | 73.2 | 72.3 | 669 | LMOT | 2022-08-08 |
| Track to Detect and Segment: An Online Multi-Object Tracker | ✓ Link | 70.1 | 64.7 | | TraDeS | 2021-03-16 |
| Quasi-Dense Similarity Learning for Multiple Object Tracking | ✓ Link | 69.8 | 67.1 | | QDTrack | 2020-06-11 |
| DEFT: Detection Embeddings for Tracking | ✓ Link | 68.03 | | | DEFT | 2021-02-03 |
| MOTR: End-to-End Multiple-Object Tracking with Transformer | ✓ Link | 66.8 | 67.0 | | MOTR | 2021-05-07 |
| Joint Object Detection and Multi-Object Tracking with Graph Neural Networks | ✓ Link | 66.7 | | | GSDT | 2020-06-23 |
| Towards Real-Time Multi-Object Tracking | ✓ Link | 64.4 | | | JDE | 2019-09-27 |
| HopTrack: A Real-time Multi-Object Tracking System for Embedded Devices | ✓ Link | 63.12 | | | HopTrack[Embedded GPU] | 2024-11-01 |
| Lifted Disjoint Paths with Application in Multiple Object Tracking | ✓ Link | 61.3 | 64.7 | | Lif_T | 2020-06-25 |
| Learning a Neural Solver for Multiple Object Tracking | ✓ Link | 58.6 | 61.7 | | MPNTrack | 2020-06-01 |
| How To Train Your Deep Multi-Object Tracker | ✓ Link | 54.8 | | | DeepMOT-Tracktor | 2019-06-15 |
| Real-time Multiple People Tracking with Deeply Learned Candidate Selection and Person Re-Identification | ✓ Link | 50.9 | | | MOTDT | 2018-09-12 |
| Exploit the Connectivity: Multi-Object Tracking with TrackletNet | ✓ Link | 49.2 | | | TNT | 2018-11-18 |
| Trajectory Factory: Tracklet Cleaving and Re-connection by Deep Siamese Bi-GRU for Multiple Object Tracking | | 48.2 | | | GCRA | 2018-04-12 |
| Fusion of Head and Full-Body Detectors for Multi-Object Tracking | | 47.8 | | | FWT | 2017-05-23 |
| Near-Online Multi-target Tracking with Aggregated Local Flow Descriptor | | 46.4 | | | NOMT | 2015-04-09 |
| Online Multi-Object Tracking with Dual Matching Attention Networks | ✓ Link | 46.1 | | | DMMOT | 2019-02-02 |