- Multiple Objects Tracking (MOT)
- Download Papers (.zip) in the following.
- MOT22 (CVPR22,ECCV22)[Google],
- MOT21 (CVPR21,ICCV21,IJCAI21,NeurIPS21)[Google][Baidu(mt21)],
- MOT20 (ECCV20, CVPR20, AAAI20, ICML20, IJCAI20)[Google][Baidu(mbro)],
- MOT19 (ICCV19, CVPR19, CVPRW19, AAAI19, IV19)[Google][Baidu(drpa)],
- MOT18 (ECCV18, CVPRW18, TPAMI18, ACM18, ICME18, ICPR18)[Google][Baidu(x9dp)],
- MOT17 (ICCV17, CVPR17, TPAMI17, AAAI17, ICIP17)[Google][Baidu(smll)],
- Others[Google][Baidu(yf04)]
- Bold italic indicates online methods and non-bold indicates offline methods. * indicates MOT methods under the “private detector” protocol.
Conf. | Trackers | MOT15 | MOT16 | MOT17 | MOT20 | KITTI | UA-DETRAC | BDD100K | Waymo |
MOTA/IDF1 | MOTA/IDF1 | MOTA/IDF1 | MOTA/IDF1 | MOTA/MOTP | PR-MOTA | MOTA/MOTP | MOTA | ||
ECCV2022 | P3AFormer | - | - | 81.2/78.1 (*) | 78.1/76.4 (*) | 91.2 (*) | - | - | - |
Unicorn | - | - | 77.2/75.5 (*) | - | - | - | 66.6/71.3 (*) | - | |
MOTR | - | - | 73.4/68.6 (*) | - | - | - | - | - | |
CVPR2022 | TrackFormer | - | - | 74.1/68.0 (*) | 68.7/65.7 (*) | - | - | - | - |
MeMOT | - | 72.6/69.7 (*) | 72.5/69.0 (*) | 63.7/66.1 (*) | - | - | - | - | |
LPT | - | 57.4/58.7 | 57.3/57.7 | 57.9/53.5 | - | - | - | - | |
AQC | 49.9/53.5 (*) | - | - | - | - | - | - | - | |
UTT | - | 74.2/63.4 (*) | - | - | - | - | - | - | |
IJCAI21 | PC-TCNN | - | - | - | - | 91.75/86.17 | - | - | - |
NeurIPS21 | Visual-Spatial | - | - | 56.8.2/58.3 | - | - | - | - | - |
ICCV2021 | PermaTrack | - | - | 71.9/69.5 (*) | - | - | - | - | - |
LGM | - | - | - | - | 87.6 | 22.5/35.2 | - | - | |
SimTrack | - | - | - | - | - | - | - | - | |
JT | - | - | - | - | - | - | - | - | |
RTU | - | 74.9/75.0 (*) | 76.5/76.0 (*) | - | - | - | - | - | |
CCPNet | - | - | - | - | - | - | - | - | |
CVPR2021 | DAM-LSTM | - | 49.9/52.5 | 53.6/55.8 | - | - | - | - | - |
LPC_MOT | - | - | 59.0/66.8 | 56.3/62.5 | - | - | - | - | |
CorrTracker | 62.3/65.7(*) | 76.6/74.3(*) | 76.5/73.6(*) | 65.2/69.1(*) | - | - | - | - | |
TADAM | - | 59.1/59.5 | 59.7/58.7 | 56.6/51.6 | - | - | - | - | |
ArTIST | - | 63.0/61.9 | 62.3/59.7 | 53.6/51.0 | - | - | - | - | |
Qdtrack | - | - | 64.6/65.1 | - | - | - | 64.3/- | 51.18 | |
SiamMOT | - | - | 65.9/63.3 | - | - | - | - | - | |
TraDeS | - | 70.1/64.7(*) | 69.1/63.9(*) | - | - | - | - | - | |
GMTracker | - | 68.7/65.0 | 70.6/66.2 | - | - | - | - | - | |
ECCV20 | CTracker | - | 67.6/57.2(*) | 66.6/57.4(*) | - | - | - | - | - |
JDE | - | 64.4/55.8(*) | - | - | - | - | - | - | |
CenterTrack | - | - | 61.5/59.6 67.8/64.7(*) | - | 89.44/85.0(*) | - | - | - | |
DMM-NET | - | - | - | - | - | 12.2 | - | - | |
CVPR20 | DeepMOT | - | 54.8/53.4 | 53.7/53.8 | - | - | - | - | - |
MPNTrack | 51.5/58.6 | 58.6/61.7 | 58.8/61.7 | - | - | - | - | - | |
GNN3DMOT | - | - | - | - | 82.24/84.05 | - | - | - | |
UMA | - | 50.5/52.8 | 53.1/54.4 | - | - | - | - | - | |
MOTSNet | - | - | - | - | - | - | 58.2/84.0(*) | - | |
SQE | - | -/68.3 | - | - | - | - | - | - | |
RetinaTrack | - | - | 39.19/-(*) | - | - | - | - | 44.92(*) | |
TubeTK | - | 64.0/59.4(*) | 63.0/58.6(*) | - | - | - | - | - | |
AAAI20 | DASOT | - | 46.1/49.4 | 48.0/51.3 | - | - | - | - | - |
ICML20 | Lif_T | 52.5/60.0 | 61.3/64.7 | 60.5/65.6 | - | - | - | - | - |
IJCAI20 | GSM_Trackor | - | 57.0/58.2 | 56.4/57.8 | - | - | - | - | - |
ICCV19 | Tracktor++ | 44.1/46.7(*) | 54.4/52.5(*) | 53.5/52.3(*) | - | - | - | - | - |
STRN | 38.1/46.6 | 48.5/53.9 | 50.9/56.5 | - | - | - | - | - | |
FAMNet | 40.6/41.4 | - | 52.0/48.7 | - | 77.1/78.8 | 19.8(*) | - | - | |
mmMOT | - | - | - | - | 84.77/85.21 | - | - | - | |
3DT | - | - | - | - | 84.52/85.64 | - | - | - | |
CVPR19 | SAS | 22.2/27.1 | - | 44.2/57.2 | - | - | - | - | - |
CVPRW19 | JBNOT | - | - | 52.6/50.8 | - | - | - | - | - |
AAAI19 | LNUH | - | 47.5/43.6 | - | - | - | - | - | - |
IV19 | FANTrack | - | - | - | - | 77.72/82.32 | - | - | - |
ECCV18 | DMAN | - | 46.1/54.8 | 48.2/55.7 | - | - | - | - | - |
C-DRL | 37.1/- | 47.3/- | - | - | - | - | - | - | |
MHT-bLSTM | - | 42.1/47.8 | 47.5/51.9 | - | - | - | - | - | |
CVPRW18 | FWT | - | 47.8/47.8 | 51.3/47.6 | - | - | - | - | - |
MOT_LSTM | - | 62.6/- | - | - | - | - | - | - | |
TPAMI18 | CCC | 35.6/45.1 | 47.1/52.3 | 51.2/54.5 | - | - | - | - | - |
DAN | 38.3/45.6 | - | 52.4/49.5 | - | - | - | - | - | |
ICPR18 | HOGM | - | 64.8/73.5(*) | - | - | - | - | - | - |
BeyondPixels | - | - | - | - | 84.24/85.73 | - | - | - | |
ACM18 | TNT | - | 49.2/56.1 | 51.9/58.0 | - | - | - | - | - |
ICME18 | MOTDT | - | 47.6/50.9 | - | - | - | - | - | - |
ICCV17 | AMIR | 37.6/- | 47.2/- | - | - | - | - | - | - |
STAM | 34.3/- | 46.0/- | - | - | - | - | - | - | |
CVPR17 | LMP | - | 48.8/- | - | - | - | - | - | - |
Quad-CNN | 33.8/- | 44.1/- | - | - | - | - | - | - | |
DNF | - | - | - | - | 67.36/78.79 | - | - | - | |
TPAMI17 | CDA_DDALpb | 32.8/- 51.3/-(*) | 43.9/- | - | - | - | - | - | - |
AAAI17 | RNN_LSTM | 19.0/17.1 | - | - | - | - | - | - | - |
ICIPI17 | AP_RCNN | 38.5/- 53.0/-(*) | - | - | - | - | - | - | - |
Others | UnsupTrack | - | 62.4/58.5 | 61.7/58.1 | - | - | - | - | - |
CSTrack | - | 75.6/73.3(*) | 74.9/72.6(*) | - | - | - | - | - | |
FairMOT | 60.6/64.7(*) | 74.9/72.8(*) | 73.7/72.3(*) | 61.8/67.3(*) | - | - | - | - | |
FMA | - | - | 47.4/- | - | - | - | - | - | |
SAC | - | 49.2/56.5 69.6/68.6(*) 71.2/73.1(*) | 52.7/57.9 54.7/62.3 | - | - | - | - | - | |
TAT | - | 49.0/- | 51.5/- | - | - | - | - | - | |
DeepSORT | - | 61.4/62.2(*) | - | - | - | - | - | - | |
SORT | - | 59.8/53.8(*) | - | - | - | - | - | - |