Multi-Object Tracking
Multi-Object Tracking is a task in computer vision that involves detecting and tracking multiple objects within a video sequence. The goal is to identify and locate objects of interest in each frame and then associate them across frames to keep track of their movements over time. This task is challenging due to factors such as occlusion, motion blur, and changes in object appearance, and is typically solved using algorithms that integrate object detection and data association techniques.
Papers
Showing 11–20 of 671 papers
All datasetsMOT17DanceTrackMOT20MOT16SportsMOTJRDBTAOWildtrack2024 AI City ChallengeMOTS202D MOT 2015HiEve
Benchmark Results
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | STGT | MOTA | 76.7 | — | Unverified |
| 2 | TransCenter | MOTA | 76 | — | Unverified |
| 3 | TrackFormer | MOTA | 74.1 | — | Unverified |
| 4 | FairMOT | MOTA | 73.7 | — | Unverified |
| 5 | OUTrack_fm | MOTA | 73.5 | — | Unverified |
| 6 | LMOT | MOTA | 72 | — | Unverified |
| 7 | TraDeS | MOTA | 69.1 | — | Unverified |
| 8 | TADN | MOTA | 69 | — | Unverified |
| 9 | QDTrack | MOTA | 68.7 | — | Unverified |
| 10 | CenterTrack + TrajE | MOTA | 67.8 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | SAM2MOT | HOTA | 75.9 | — | Unverified |
| 2 | MOTIP (Deformable DETR, with DanceTrack val and CrowdHuman) | HOTA | 73.7 | — | Unverified |
| 3 | MOTRv2 | HOTA | 73.4 | — | Unverified |
| 4 | MOTIP (Deformable DETR, with CrowdHuman) | HOTA | 71.4 | — | Unverified |
| 5 | MOTIP (DAB-Deformable DETR) | HOTA | 70 | — | Unverified |
| 6 | CO-MOT | HOTA | 69.4 | — | Unverified |
| 7 | CAMELTrack (fully online) | HOTA | 69.3 | — | Unverified |
| 8 | MeMOTR | HOTA | 68.5 | — | Unverified |
| 9 | MOTIP (Deformable DETR) | HOTA | 67.5 | — | Unverified |
| 10 | MT_IOT | HOTA | 66.66 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | STGT | MOTA | 77.5 | — | Unverified |
| 2 | TransCenter | MOTA | 72.4 | — | Unverified |
| 3 | OUTrack_fm | MOTA | 68.5 | — | Unverified |
| 4 | GSDT | MOTA | 67.1 | — | Unverified |
| 5 | BoostTrack++ | HOTA | 66.4 | — | Unverified |
| 6 | BoostTrack+ | HOTA | 66.2 | — | Unverified |
| 7 | TrackTrack | HOTA | 65.7 | — | Unverified |
| 8 | AdapTrack | HOTA | 65 | — | Unverified |
| 9 | CMTrack | HOTA | 64.8 | — | Unverified |
| 10 | Deep OC-SORT | HOTA | 63.9 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | PPTracking | MOTA | 77.7 | — | Unverified |
| 2 | ReMOT | MOTA | 76.9 | — | Unverified |
| 3 | SGT | MOTA | 76.8 | — | Unverified |
| 4 | STGT | MOTA | 76.7 | — | Unverified |
| 5 | FairMOT | MOTA | 74.9 | — | Unverified |
| 6 | UniTrack | MOTA | 74.7 | — | Unverified |
| 7 | OUTrack_fm | MOTA | 74.2 | — | Unverified |
| 8 | LMOT | MOTA | 73.2 | — | Unverified |
| 9 | TraDeS | MOTA | 70.1 | — | Unverified |
| 10 | QDTrack | MOTA | 69.8 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | DeepEIoU + GTA | HOTA | 81 | — | Unverified |
| 2 | HAT-FastReID-MOT | HOTA | 80.8 | — | Unverified |
| 3 | CAMELTrack (fully online) | HOTA | 80.4 | — | Unverified |
| 4 | Deep HM-SORT | HOTA | 80.1 | — | Unverified |
| 5 | AED | HOTA | 79.1 | — | Unverified |
| 6 | DeepMoveSORT | HOTA | 78.7 | — | Unverified |
| 7 | Deep-EIoU | HOTA | 77.2 | — | Unverified |
| 8 | MoveSORT | HOTA | 74.6 | — | Unverified |
| 9 | ETTrack | HOTA | 74.3 | — | Unverified |
| 10 | MixSort-OC | HOTA | 74.1 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | OmniTrack | HOTA | 26.92 | — | Unverified |
| 2 | OC-SORT | HOTA | 25.04 | — | Unverified |
| 3 | HybridSORT | HOTA | 25.01 | — | Unverified |
| 4 | ByteTrack | HOTA | 25 | — | Unverified |
| 5 | SORT | HOTA | 23.49 | — | Unverified |
| 6 | Bot-SORT | HOTA | 22.9 | — | Unverified |
| 7 | DeepSORT | HOTA | 22.15 | — | Unverified |
| 8 | DiffMOT | HOTA | 19.96 | — | Unverified |
| 9 | TrackFormer | HOTA | 19.16 | — | Unverified |
| 10 | MOTRv2 | HOTA | 18.22 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | AED (Co-DETR) | TETA | 55.3 | — | Unverified |
| 2 | GLEE-Pro | TETA | 47.2 | — | Unverified |
| 3 | GLEE-Plus | TETA | 41.5 | — | Unverified |
| 4 | GLEE-Lite | TETA | 40.1 | — | Unverified |
| 5 | AED (RegionCLIP) | TETA | 37 | — | Unverified |
| 6 | TETer-HTC | TETA | 36.85 | — | Unverified |
| 7 | TETer-SwinT | TETA | 34.61 | — | Unverified |
| 8 | TETer | TETA | 33.25 | — | Unverified |
| 9 | AOA | TETA | 25.27 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | MCBLT | IDF1 | 95.6 | — | Unverified |
| 2 | TrackTacular (Bilinear Sampling) | IDF1 | 95.3 | — | Unverified |
| 3 | MVFlow | IDF1 | 93.5 | — | Unverified |
| 4 | EarlyBird | IDF1 | 92.3 | — | Unverified |
| 5 | ReST | IDF1 | 86.7 | — | Unverified |
| 6 | DMCT Stack | IDF1 | 81.9 | — | Unverified |
| 7 | DMCT | IDF1 | 77.8 | — | Unverified |
| 8 | GLMB-YOLOv3 | IDF1 | 74.3 | — | Unverified |
| 9 | GLMB-DO | IDF1 | 72.5 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | MCBLT | HOTA | 81.22 | — | Unverified |
| 2 | Yachiyo | HOTA | 71.94 | — | Unverified |
| 3 | SJTU-Lenovo | HOTA | 67.22 | — | Unverified |
| 4 | Nota | HOTA | 60.93 | — | Unverified |
| 5 | FraunhoferIOSB | HOTA | 60.88 | — | Unverified |
| 6 | UW-ETRI | HOTA | 57.14 | — | Unverified |
| 7 | ARV | HOTA | 51.06 | — | Unverified |
| 8 | Asilla | HOTA | 40.34 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | ReMOTS | sMOTSA | 70.4 | — | Unverified |
| 2 | UniTrack | sMOTSA | 68.9 | — | Unverified |
| 3 | Unicorn | sMOTSA | 65.3 | — | Unverified |
| 4 | TrackFormer | sMOTSA | 54.9 | — | Unverified |
| 5 | TraDes | sMOTSA | 50.8 | — | Unverified |
| 6 | Track R-CNN | sMOTSA | 40.6 | — | Unverified |