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Comparision

Compare performances of algorithms on Objcet Tracking Benchmarks (SOT/MOT...)

SOT (single object tracking)

MOT (multiple object tracking)

Deepfake detection

Conf. Trackers OTB13/15 LASOT GOT10K TrackingNet VOT20 VOT19 VOT18 VOT17 VOT16 UAV123 NFS TC128 OxUvA VOT18LT TNL2K
AUC/Prep. Succ./Prep. AO/SR0.5/SR0.75 Succ./Prep. A/R/EAO A/R/EAO A/R/EAO A/R/EAO A/R/EAO Succ./Prep. Succ./Prep. Succ./Prep. M/TPR/TNR Pr/Re/F Succ./Prep.
CVPR23 DropTrack 0.696/- 0.718/0.781 0.759/0.868/0.720 0.841/0.889 - - - - - - - - - - 0.569/0.579
UNINEXT - 0.722/0.794 - 0.854/0.864 - - - - - - - - - - 0.593/0.628
OmniTracker - 0.691/0.754 - 0.834/0.823 - - - - - - - - - - -
CTTrack - 0.698/0.762 0.753/0.845/0.740 0.849/0.835 0.453/0.787/0.287 - - - - 0.713/0.933 - - - - -
GRM - 0.699/0.758 0.734/0.829/0.704 0.840/0.820 - - - - - 0.702/- 0.656/- - - - -
JointNLT - 0.569/0.593 - - - - - - - - - - - - 0.546/0.550
AAAI23 CTTrack - 0.698/0.762 0.753/0.845/0.740 0.849/0.835 0.453/0.787/0.287 - - - - 0.713/0.933 - - - - -
TATrack - 0.711/0.761 0.792/0.886/0.783 0.850/0.845 - - - - - - - - - - -
GdaTFT 0.704/0.906 0.643/0.687 0.650/0.778/0.537 0.778/0.754 - - - - - - - - - - -
NeurIPS22 SwinTrack - 0.713/0.765 0.724/0.805/0.678 0.840/0.828 - - - - - - - - - - 0.559/0.571
VLT - 0.673/0.721 0.694/0.811/0.645 - - - - - - - - - - - 0.531/0.533
ECCV22 SLT - 0.668/0.755 0.675/0.765/0.603 0.828/0.875 - - - - - - - - - - -
OSTrack - 0.711/0.776 0.737/0.832/0.708 0.839/0.832 - - - - - 0.707/- 0.665/- - - - 0.559/-
CIA 0.713/- 0.676/0.715 0.679/0.790/0.603 0.792/0.751 0.481/0.0.782/0.309 - - - - 0.689/- 0.667/- - - - -
Sim - 0.705/0.797 0.698/0.788/0.660 0.834/0.874 - - - - - 0.712/0.916 - - - - 0.556/0.557
RTS - 0.697/0.737 - 0.816/0.794 0.710/0.845/0.506 - - - - 0.676/- 0.654/- - - - -
AiATrack 0.696/- 0.690/0.738 0.696/0.800/0.632 0.827/0.804 - - - - - 0.706/- 0.679/- - - - -
Unicorn - 0.685/0.741 - 0.830/0.822 - - - - - - - - - - -
FEAR - 0.579/0.609 0.645/0.746/- - - - - - - - 0.658/0.814 - - - -
IJCAI22 TransInMo 0.711/- 0.657/0.707 - 0.817/- - - - - - 0.690/0.890 0.668/0.802 - - - 0.520/0.527
CVPR22 MixFormer 0.704/0.922 0.701/0.763 0.712/0.800/0.678 0.839/0.831 0.762/0.855/0.555 - - - - 0.704/0.918 - - - - -
SBT 0.719/0.924 0.667/0.711 0.704/0.808/0.647 - 0.753/0.834/0.529 - - - - - - - - - -
ToMP 0.701/- 0.685/0.735 - 0.815/0.789 0.453/0.814/0.309 - - - - 0.690/- 0.669/- - - - -
ULAST 0.648/0.879 0.471/0.451 - 0.654/0.592 - - 0.571/0.286/0.355 - 0.603/0.214/0.417 - - - - - -
GTELT - 0.677/0.732 - 0.825/0.816 - - - - - - - - 0.768/0.764/0.772 - -
RBO 0.701/- 0.571/0.586 0.644/0.767/0.509 - - - - - 0.629/0.112/0.543 0.645/- 0.613/- 0.619/- - - -
CSWinTT - 0.662/0.709 0.694/0.789/0.654 0.819/0.795 0.480/0.787/0.304 - - - - 0.705/0.903 - - - - -
UTT - 0.646/0.672 0.672/0.763/0.605 0.797/0.770 - - - - - - - - - - -
AAAI21 PACNet 0.670/0.876 0.553/0.546 0.582/0.685/0.443 0.760/0.726 - 0.573/0.401/0.300 - - - 0.620/0.827 - - - - -
UATracker 0.705/- 0.594/- - - - - -/-/0.458 - - 0.676/- - - - - -
ICCV21 AutoMatch 0.714/0.926 0.583/0.599 0.652/0.766/0.543 0.760/0.726 - - - - - - - - - - 0.472/0.435
USOT 0.589/0.806 0.358/0.340 - 0.615/0.566 0.448/0.600/0.219 - 0.578/0.304/0.344 - 0.600/0.233/0.402 - - - - - -
STARK - 0.671/0.770 0.688/0.781/0.641 0.820/- 0.481/0.775/0.303 - - - - - - - - - -
SAOT 0.714/0.926 0.616/0.708 0.640/0.749/- - -/-/0.501 - - - - - 0.656/0.778 - - - -
KeepTrack 0.709/- 0.671/- - - - - - - - 0.697/- 0.664/- - 0.809/0.806/0.812 - -
DTT - 0.601/- 0.689/-/- 0.796/0.789 - - - - - - 0.659/- - - - -
IJCAI21 SiamRCR - 0.575/0.599 0.624/0.752/0.460 0.764/0.716 - 0.602/0.386/0.336 - - - - - - - - -
CVPR21 TransT 0.694/- 0.649/0.690 0.671/0.768/0.609 0.814/0.803 -/-/0.495 - - - - 0.691/- 0.657/- - - - -
TrDiMP 0.711/- 0.639/0.614 0.671/0.777/0.583 0.784/0.731 - - 0.600/0.141/0.462 - - 0.675/- 0.665/- - - - -
STMTrack 0.719/- 0.606/0.633 0.642/0.737/0.575 0.803/0.767 - - 0.590/0.159/0.447 - - 0.643/- - - - - -
LightTrack - 0.555/0.561 0.623/0.726/- 0.733/0.708 - 0.552/0.310/0.357 - - - - - - - - -
ACM 0.720/- 0.572/- - 0.753/0.712 - 0.621/0.316/0.362 - - 0.647/0.098/0.549 0.648/- - - - - -
SiamRD 0.701/0.931 - 0.527/0.531 - - 0.593/0.306/0.341 0.595/0.131/0.470 - - 0.643/0.801 - - - - -
Alpha Refine - 0.589/0.649/- - 0.775/0.744 - - 0.633/0.136/0.476 - - - - - - -
SiamGAT 0.710/- 0.530/0.539 0.627/0.743/0.488 0.753/- - - - - - 0.646/0.843 - - - - -
ECCV20 Ocean -/(0.684/0.920) 0.560/0.566 0.611/0.721/- - 0.470/0.715/0.286 0.594/0.316/0.350 0.592/0.117/0.489 - - - - - - - 0.384/0.377
KYS -/(0.695/) - 0.636/0.751/0.515 0.740/0.688 - - 0.609/0.143/0.462 - - - 0.635/- - - - 0.449/0.435
PGNet -/(0.691/0.892) 0.531/0.605 - - - - 0.618/0.192/0.447 - - - - - - 0.679/0.610/0.642 -
IJCAI20 TLPG 0.698/- 0.581/- 0.629/0.735/- 0.758/0.706 - - 0.606/0.149/0.459 - - - - - - - -
CVPR20 MAML (0.714/-)/(0.712/-) 0.523/- - 0.757/- - 0.637/0.421/0.295 0.635/0.220/0.392 - - - - - - - -
Siam R-CNN -/(0.701/0.891) 0.648/0.722 0.649/0.728/0.597 0.812/0.800 - - 0.609/0.220/0.408 - - 0.649/0.834 0.639/- - - - -
D3S - - 0.597/0.676/0.462 0.728/0.664 - - 0.640/0.150/0.489 - 0.660/0.131/0.493 - - - - - 0.388/0.393
PrDiMP -/(0.696/-) 0.598/- 0.634/0.738/0.543 0.758/0.704 - - 0.618/0.165/0.442 - - 0.680/- 0.635/- - - - -
ROAM -/(0.681/0.908) 0.447/0.445 0.465/0.532/0.236 0.670/0.623 - - - 0.543/0.195/0.380 0.599/0.174/0.441 - - - - - -
SiamBAN -/(0.696/0.910) 0.514/0.598 - - - 0.602/0.396/0.327 0.597/0.178/0.452 - - 0.631/0.833 0.594/- - - - 0.41/0.417
SiamAttn -/(0.712/0.926) 0.560/0.648 - 0.752/- - - 0.63/0.16/0.470 - 0.68/0.14/0.537 0.650/0.845 - - - - -
CGACD -/(0.713/0.922) 0.518/0.626 - 0.711/0.693 - - 0.615/0.173/0.449 - - 0.633/0.833 - - - - -
AAAI20 SiamFC++ -/(0.683/-) 0.544/- 0.595/0.695/0.479 0.754/0.705 - - 0.587/0.183/0.426 - - - - - - - 0.386/0.369
POST (0.672/0.884)/(0.678/0.907) 0.481/0.463 - - - - - - - 0.629/0.800 - 0.563/0.781 - - -
SPS (0.703/0.911)/(0.692/0.902) - - - - - 0.612/0.169/0.434 - 0.625/0.158/0.459 - 0.600/- - - - -
RPOT -/(0.687/0.914) - - - - - - - - - - - - - -
MetaRTT -/(0.655/0.890) - - - - - - - -/-/0.346 0.569/0.809 - 0.597/0.800 - - -
GlobalT - 0.521/0.527 - 0.704/0.656 - - - - - - - - 0.603/0.574/0.633 - -
DROL -/(0.715/0.937) - - 0.746/0.708 - - 0.616/-/0.481 - - 0.652/0.855 - - - 0.687/0.650 -
CVPR19 SiamDW (0.689/-)/(0.674/-) 0.384/- 0.416/-/- - - -/-/0.242 -/-/0.270 -/-/0.246 -/-/0.304 - - - - - 0.323/0.326
SiamMask - - - - - - 0.642/0.295/0.387 - 0.670/0.233/0.442 - - - - - -
SiamRPN++ -/(0.696/0.923) 0.496/0.569 - 0.733/0.694 - - 0.600/0.234/0.414 - - 0.613/0.807 - - - - 0.413/0.412
ATOM -/(66.7/87.9) 0.514/0.505 - 0.703/0.648 - - 0.590/0.204/0.401 - - 0.650/- 0.590/- - - - 0.401/0.392
CRPN (0.663/-)/(0.675/-) 0.455/- - 0.669/0.619 - - - -/-/0.273 0.594/-/0.363 - - - - - -
SPM (0.693/-)/(0.687/0.899) - - - - - - 0.580/0.300/0.338 0.620/0.210/0.434 - - - - - -
GCT (0.670/0.873)/(0.648/0.854) - - - - - - -/-/0.269 - 0.508/0.732 - - - - -
ASRCF -/(0.692/0.922) 0.359/0.337 - - - - - 0.494/0.234/0.328 0.563/0.187/0..391 - - 0.603/0.825 - - -
UDT -/(0.632/0.831) - - - - - - - 0.53/-/0.301 - - 0.541/0.717 - - -
TADT (0.680/0.896)/(0.660/0.866) - - - - - - - 0.550/-/0.299 - - 0.562/- - - -
RPCF (0.713/0.954)/(0.690/0.929) - - - - - - 0.500/0.234/0.316 - - - - - -
OTR - - - - - - - - - - - - - -
ICCV19 DiMP -/(0.684/-) 0.569/- 0.611/0.717/0.492 0.740/0.687 - - 0.597/0.153/0.440 - - 0.654/- 0.620/- - - - 0.447/0.434
GradNet -/(0.639/0.861) 0.365/0.351 - - - - - 0.507/0.375/0.247 - - - - - - 0.317/0.318
MLT (0.621/-)/(0.611/-) 0.368/- - - - - - - - - - 0.498/- - - -
SPLT - - - - - - - - - - - - 0.622/0.498/0.776 0.633/0.600 -
ARCF - - - - - - - - - 0.473/0.666 - - - - -
BGDT (0.656/-)/(0.647/-) - - - - - - - - 0.586/- 0.515/- - - - -
UpdateNet - 0.475/- - 0.677/0.625 - - -/-/0.393 - 0.610/0.206/0.481 - - - - - -
PAT - - - - - - - - - - - - - - -
GFS-DCF (0.722/0.965)/(0.693/0.932) - - 0.6090/0.5657 - - 0.511/0.143/0.397 - - - - - - - -
CDTB - - - - - - - - - - - - - - -
fdKCF (0.705/0.908)/(0.675/0.891) - - - - - - -/-/0.265 -/-/0.347 - - - - - -
AAAI19 Re2EMA -/(0.652/0.832) - - - - - - - - - - 0.521/0.695 - - -
ANT -/(0.670/0.905) - - - - - - - - - - - - - -
LDES (0.677/0.810)/(0.643/0.783) - - - - - - - - - - - - - -
ECCV18 UPDT - - - - - - - 0.532/0.182/0.378 0.550/- 0.541/- 0.622/- - - - -
DaSiam -/(-/0.88) - - - - - - 0.560/0.340/0.326 0.610/0.220/0.411 0.586/0.796 - - - - -
SACF (0.713/0.938)/(0.693/0.917) - - - - - - - - - - - - - -
RTINet -/(0.682/) - - - - - - - 0.57/-/0.298 - - 0.602/- - - -
MetaT -/(0.662/0.888) - - - - - - - 0.519/-/0.317 - - - - - -
DSLT (0.683/0.934)/(0.660/0.909) - - - - - - - -/-/0.332 0.530/0.746 - 0.587/0.807 - - -
DRLIS -/(0.671/0.909) - - - - - - - - - - 0.590/0.818 - - -
RTMDNet -/(0.650/0.885) - - - - - - - - 0.528/0.772 - 0.563/0.788 - - -
ACT (0.657/0.905)/(0.625/0.859) - - - - - - - -/-/0.275 - - - - - -
StructSiam (0.638/0.880)/(0.621/0.851) - - - - - - - -/-/0.264 - - - - - -
MemTrack (0.642/0.849)/(0.626/0.820) - - - - - - - 0.53/-/0.273 - - - - - -
SiamTri (0.629/0.834)/- - - - - - - -/-/0.215 - - - - - - -
CVPR18 VITAL (0.710/0.950)/(0.691/0.917) - - - - - - - -/-/0.323 - - - - - 0.366/0.353
LSART -/(0.672/0.923) - - - - - - 0.493/0.218/0.323 - - - - - - -
SiamRPN -/(0.637/0.851) - - - - - - -/-/0.243 0.56/-/0.344 - - - - - -
TRACA (0.652/0.898)/(0.603/0.816) - - - - - - - - - - - - - -
RAS (0.670/0.892)/(0.642/-) - - - - - - -/-/0.283 - - - - - - -
SASiam (0.677/0.896)/(0.657/0.865) - - - - - - 0.500/0.459/0.236 0.540/-/0.291 - - - - - -
STRCF -/(0.683/0.842) - - - - - - - 0.550/-/0.313 - - 0.601/- - - -
FlowTrack (0.689/0.921)/(0.655/0.881) - - - - - - - 0.570/-/0.341 - - - - - -
DEDT -/(0.690/0.810) - - - - - - - - - - - - - -
SINT++ -/(0.574/0.768) - - - - - - - - - - - - - -
DRT (0.720/0.953)/(0.699/0.923) - - - - - - - - - - - - - -
MCCT (0.695/0.914)/(0.714/0.928) - - - - - - - 0.580/-/0.393 - - 0.596/0.797 - - -
MKCF (0.641/0.835)/- - - - - - - - - - 0.455/0.532 - - - -
HP (0.629/-)/(0.601/0.796) - - - - - - - - - - - - - -
ICCV17 CREST (0.673/0.908)/(0.623/0.837) - - - - - - - 0.514/-/0.283 - - - - - -
EAST (0.629/-)/- - - - - - - - - - - - - - -
PTAV (0.663/0.894)/(0.635/0.849) - - - - - - - - - - 0.544/0.741 - - -
BACF -/(0.630/-) - - - - - - - - - - 0.652/- - - -
TSN -/(0.644/0.808) - - - - - - - - - - - - - -
Ptracker -/(0.730/-) - - - - - - - - - - - - - -
DSiam (0.656/0.891)/- - - - - - - - - - - - - - -
SPKCF - - - - - - - - - - - - - - -
UCT (0.641/0.904)/(0.611/0.849) - - - - - - - - - - - - - -
PWS - - - - - - - - - - - - - - -
CFWCR - - - - - - - -/-/0.303 0.58/-/0.391 - - - - - -
IBCCF (0.660/-)/(0.630/) - - - - - - 0.48/-/0.209 0.511/-/0.266 - - 0.537/- - - -
RFL -/(0.581/) - - - - - - 0.48/-/0.23 - - - - - - -
CVPR17 ECO -/(0.700/-) - - - - - - - 0.54/-/0.374 0.537/- - 0.605/- - - 0.326/0.317
CFNet (0.618/0.753)/(0.589/0.711) - - - - - - - - - - - - - -
CACF -/(0.598/0.810) - - - - - - - - - - - - - -
RaF (0.615/0.919)/(0.565/0.851) - - - - - - - - - - - - - -
MCPF (0.677/0.916)/(0.628/0.873) - - - - - - - - - - 0.545/0/774 - - -
ACFN (0.607/0.860)/(0.575/802) - - - - - - - - - - - - - -
LMCF (0.643/0.892)/- - - - - - - - - - - - - - -
ADNet -/(0.646/0.880) - - - - - - - - - - - - - -
CSRDCF -/(0.587/0.733) - - - - - - - 0.51/-/0.338 - - - - - -
BranchOut -/(0.683/0.919) - - - - - - - - - - - - - -
SANet -/(0.692/0.928) - - - - - - - - - - 0.616/0.837 - - -
Others SiamFC (0.612/-)/() - - - - - - - - - - - - 0.295/0.286
SINT (0.655/0.882)/- - - - - - - - - - - - - - -
CCOT -/(0.682/0.824) - - - - - - - - - - 0.581/- - - -
MDNET -/(0.678/0.909) - - - - - - - - - - - - - 0.31/0.322
SRDCF (0.633/-)/(0.605/) - - - - - - - - - - - - - -

Contributors