Leaderboard

Up-to-date generic object tracking performance of baseline and submitted results on GOT-10k. All entries are ranked based on their Average Overlap (AO) scores.

Up-to-Date Leaderboard

Instructions:

Rank Method AO SR0.50 SR0.75 Hz Hardware Language Date Author
1 MixFormer 0.756 1 0.857 3 0.728 1 15.27 1080Ti python Nov 19, 2021 libron
2 TransT_M 0.749 2 0.862 2 0.708 3 39.27 2080Ti python Oct 22, 2021 CHENXIN
3 SMFMFE 0.747 3 0.866 1 0.709 2 32.85 Geforce GTX 1080 Ti Python Jan 19, 2021 Allen
4 Ainnovation 0.735 0.848 0.699 26.28 rtx python Jan 15, 2021 ainnovation
5 mcc 0.727 0.837 0.681 26.48 A40 Python May 29, 2021 myy
6 TransT 0.723 0.824 0.682 47.27 RTX-TITAN python Mar 19, 2021 CHENXIN
7 TransTN2 0.699 0.801 0.659 65.59 RTX-TITAN python Mar 20, 2021 CHENXIN
8 DIM 0.697 0.816 0.609 23.02 V100 Python Jun 25, 2020 iminfine
9 TransT_dimp 0.692 0.800 0.624 43.06 GTX1050Ti python Nov 29, 2021 Richard
10 EH_SD 0.691 0.812 0.608 22.67 rtx2060 python Sep 17, 2020 skyshoumeng
11 TrDiMP 0.688 0.805 0.597 11.80 1080Ti Pytorch Mar 15, 2021 random
12 RSD 0.685 0.803 0.601 8.34 rtx 2080ti python Jun 13, 2021 yabinzhu
13 RPT 0.682 0.803 0.583 8.84 1080Ti Python Jan 13, 2021 DH_Tracker
14 DOPNet_s 0.682 0.805 0.585 9.33 TITAN X (Pascal) python Oct 08, 2020 tominute
15 IAT 0.682 0.805 0.592 25.02 Titan RTX python Jan 09, 2021 yyyxxxqqq
16 CSBDCF 0.680 0.794 0.598 6.33 Titan XP GPU Python Oct 15, 2020 KU3029
17 only_test 0.662 0.762 0.599 18.44 GTX3090 python Aug 31, 2021 jackjack
18 TrSiam 0.673 0.787 0.586 13.65 1080Ti Pytorch Mar 15, 2021 random
19 TREG 0.672 0.786 0.569 24.31 RTX 2080ti python Apr 02, 2021 libron
20 STA 0.671 0.777 0.583 14.46 GTX 1080Ti Python Nov 06, 2021 caoyifei
21 pos970 0.668 0.766 0.603 14.62 3080 python Sep 08, 2021 jackjack
22 BROST 0.667 0.769 0.573 20.02 Nvidia GTX 1080ti Python Sep 26, 2021 YoungYang
23 jaffesa 0.632 0.738 0.520 40.98 GTX1080ti python Nov 05, 2021 jaffe
24 SuperDimp 0.661 0.772 0.587 14.72 1080Ti PyTorch Jun 28, 2021 JackTheWhite
25 OUTM 0.654 0.747 0.535 25.32 GTX 1080 python May 31, 2021 zhangqingsong
26 ASEID42mean5 0.654 0.787 0.534 5.34 2080 python Feb 26, 2021 DanielLee
27 DOPNet 0.653 0.776 0.519 29.77 TITAN X (Pascal) python Aug 27, 2020 tominute
28 RTAT_format 0.652 0.763 0.545 7.65 Nvidia-2080 Python Nov 16, 2020 Flowerfan
29 SiamRCNN 0.649 0.728 0.597 2.79 1080 Ti Python Nov 09, 2019 voigtlaender
30 SiamBiAtt 0.644 0.750 0.556 67.03 RTX 2070 super Python Nov 17, 2021 Eddie
31 LEAST 0.642 0.738 0.531 31.04 Nvidia GTX 1080ti Python Jun 06, 2021 YoungYang
32 FCOT 0.640 0.763 0.517 47.15 RTX 2080ti python Jun 04, 2020 libron
33 GSC 0.640 0.747 0.538 12.70 P40 python Nov 10, 2020 bilylee
34 STransformer 0.639 0.753 0.550 48.77 2080 python Jul 21, 2021 laoyangkeaiduo
35 test_1 0.639 0.758 0.502 11.60 GTX1080 python Jan 17, 2020 huang
36 DCFST_Res50 0.638 0.753 0.498 37.82 TITAN X(pascal) pytorch Oct 18, 2019 noUmbrella
37 PrDimp50 0.636 0.739 0.529 3.66 K80 python Nov 23, 2020 ZoroCK
38 DTT 0.634 0.749 0.514 50.25 TITAN X (Pascal) python Mar 11, 2021 tominute
39 SiAMGAT 0.631 0.746 0.504 48.48 1070 Python Aug 11, 2021 daydayup
40 SiamSTM 0.624 0.730 0.503 66.25 TITANV python Jan 29, 2021 zjphust
41 dnb 0.607 0.726 0.472 25.44 gtx 1080 python Dec 19, 2020 tominute
42 dmb_e11 0.621 0.707 0.525 12.51 1080ti python Oct 26, 2020 jaffe
43 TASiam 0.617 0.742 0.470 45.37 RTX2060s python Mar 29, 2021 tangchuanming
44 dimpp 0.616 0.716 0.501 44.72 Titan_RTX pytroch Jan 05, 2021 iceskylake
45 prdimp_18 0.612 0.713 0.503 21.76 1080Ti Python Jun 28, 2021 JackTheWhite
46 DiMP50 0.611 0.717 0.492 34.05 Nvidia GTX-1050 Python Sep 02, 2019 goutamgmb
47 DCFST 0.610 0.716 0.463 50.65 TITAN X(Pascal), E5-2630 Pytorch Aug 24, 2019 noUmbrella
48 siamfcppdcn 0.607 0.731 0.476 77.37 GTX1080ti python Mar 26, 2020 jaffe
49 GIFT 0.604 0.704 0.491 28.34 P100 Python May 20, 2021 xi961226
50 ATOM2 0.602 0.701 0.479 45.91 1080ti python Jun 14, 2019 wangxianhai
51 DMV50 0.601 0.695 0.492 31.55 Geforce RTX 2080Ti Python Mar 05, 2020 ghnam
52 MobileTrackM 0.600 0.700 0.508 54.66 RTX2080Ti python Sep 29, 2021 YaqiLYU
53 secf_oriD 0.600 0.716 0.460 27.32 1080ti python Apr 25, 2020 jaffe
54 go_degat_car 0.583 0.685 0.457 33.16 RTX 3090 Python Apr 11, 2021 xzdogn
55 AFFT 0.595 0.699 0.472 11.75 RTX 2080 Python Apr 18, 2021 zsc886
56 DIT 0.595 0.704 0.440 53.46 2080Ti python Mar 14, 2020 diyuan
57 TrFTB 0.588 0.675 0.455 26.74 3090Ti python Nov 27, 2021 Huiyiqianli
58 SiamFTB 0.586 0.658 0.434 36.52 RTX3070 Laptop GPU python Aug 23, 2021 Huiyiqianli
59 SiamUSC 0.575 0.697 0.410 45.44 GPU 1080TI PYTHON Jun 05, 2021 MJ_HQU
60 SIAMCAR 0.581 0.683 0.441 16.70 1070 Python Apr 11, 2021 daydayup
61 papersiamcar 0.579 0.677 0.437 17.70 RTX2080ti Python May 15, 2021 xi961226
62 SiamCAR_my 0.578 0.677 0.437 24.32 Intel i7 9750H + RTX2080 python Jun 30, 2021 mmyu
63 SiamCARpaper 0.569 0.670 0.415 17.21 RTX2080Ti python Oct 29, 2021 Huiyiqianli
64 SiamXZY 0.565 0.659 0.405 20.91 P100 Python Apr 24, 2021 xi961226
65 AFSN 0.558 0.659 0.413 39.06 GeForce GTX 1080Ti python Feb 26, 2021 TongtongYuan
66 ATOM18 0.556 0.634 0.402 20.71 Nvidia GTX-1050 Python Sep 02, 2019 goutamgmb
67 MobileTrackS 0.554 0.660 0.403 98.07 RTX2080Ti python Sep 30, 2021 YaqiLYU
68 ljhomework 0.532 0.623 0.402 22.62 PC python Jun 28, 2021 COEN24
69 SiamFCplus 0.526 0.625 0.347 186.29 1 RTX2080ti Python May 17, 2021 xi961226
70 siamrpn_tp 0.517 0.615 0.329 3.18 1070 python Jun 09, 2019 triplepool
71 siamrpnr50 0.516 0.620 0.334 26.68 1080Ti python Jun 22, 2021 JackTheWhite
72 SPM 0.513 0.593 0.359 72.30 Titan Xp Python Sep 30, 2019 wgting96
73 SiamRPN_R18 0.483 0.581 0.270 97.55 GeForce GTX TITAN X Python Aug 28, 2019 wgting96
74 SLSNTRPN23 0.480 0.560 0.290 136.62 3 GTX1070 PYTHON Dec 04, 2020 Tsao
75 SiamRPN_A 0.463 0.549 0.253 74.46 GeForce GTX TITAN X Python Aug 28, 2019 wgting96
76 RPN_IOU 0.453 0.546 0.195 18.66 Nvidia GTX 1080Ti Python Jan 30, 2020 dasari4321
77 soft 0.458 0.547 0.209 39.84 Nvidia RTX 2080Ti Python Jul 05, 2020 ingenious_frog
78 SiamMask_EU 0.453 0.550 0.248 15.37 NVIDIA Tesla P100 Python Apr 09, 2020 JackieZhai
79 SRCRPN 0.451 0.528 0.212 43.54 Nvidia RTX 2080Ti Python Jul 31, 2020 ingenious_frog
80 THOR 0.447 0.538 0.204 1.00 RTX 2070 Python Oct 17, 2019 AHUWangXiao
81 DaSiamRPN 0.444 0.536 0.220 134.40 1 Titan RTX Python Aug 04, 2020 louisshen
82 SLSNTRPN13 0.441 0.529 0.228 144.64 2 GTX1070 PYTHON Dec 01, 2020 Tsao
83 SARRPN 0.426 0.506 0.192 91.61 Nvidia RTX 2080Ti Python Aug 03, 2020 ingenious_frog
84 DaRPN 0.409 0.479 0.156 34.08 gpu:GTX1050Ti python Jun 16, 2021 melodylzd
85 DCANet 0.403 0.466 0.150 28.06 2080Ti pytorch Aug 26, 2020 doublefish2020
86 ESiamFC 0.381 0.435 0.132 26.36 E5-2697v3(ES) GTX 1070 Python May 05, 2021 Conquerhuang
87 DETAIL_v3 0.378 0.419 0.125 3.00 RTX 2080Ti Python Nov 10, 2020 Chandana
88 SiamFCv2 0.374 0.404 0.144 25.81 1 GeForce GTX Titan X MATLAB Dec 10, 2018 Official
89 SiamRPN_gt 0.367 0.425 0.103 47.10 GTX1080Ti python Jun 24, 2020 yanggg1997
90 VSINT 0.363 0.401 0.119 10.85 GPU TITAN X Python Oct 17, 2019 dgupta
91 siamfc_upd 0.360 0.399 0.124 15.86 1 gtx titan x python May 15, 2021 davidluciolu
92 SiamFC_my 0.356 0.394 0.119 3.80 Intel i7 9750H + RTX2080 python Jun 30, 2021 mmyu
93 aaifjsafaf 0.356 0.393 0.118 9.05 i5 matlab Jun 29, 2021 gotgot
94 GOT10kSIAM 0.355 0.390 0.118 32.17 RTX 2060 Python Jul 01, 2021 DouGang
95 GOT10k_SIAM 0.355 0.390 0.118 32.17 RTX 2060 Python Jul 01, 2021 DouGang
96 litttletrack 0.355 0.395 0.106 30.42 1080ti python Jun 03, 2019 tianlang
97 Vital_1 0.350 0.360 0.090 4.80 RTX 2080ti Python May 16, 2020 Chandana
98 SiamFCbycccc 0.331 0.368 0.110 10.52 2080ti python Jun 13, 2020 CCCC
99 MDNet_1 0.348 0.346 0.091 5.06 RTX 2080ti Python May 16, 2020 Chandana
100 FDSiamFC 0.348 0.385 0.112 124.67 i7 9700k RTX 2080Ti Python Jul 14, 2021 Conquerhuang
101 SiamFC 0.348 0.353 0.098 44.15 1 GeForce GTX Titan X MATLAB Dec 10, 2018 Official
102 GOTURN 0.347 0.375 0.124 108.55 1 GeForce GTX Titan X Python Dec 10, 2018 Official
103 ws 0.346 0.383 0.106 123.97 RTX 2070S,R3 3300X python +pytorch Dec 14, 2020 ws20201214
104 Ball_IVT 0.341 0.339 0.077 3.56 RTX 2080ti Python May 30, 2020 Chandana
105 Vital_est 0.331 0.341 0.081 3.57 RTX 2080ti Python May 26, 2020 Chandana
106 CCOT 0.325 0.328 0.107 0.68 16 cores 2.0 GHz CPU MATLAB Dec 10, 2018 Official
107 IVT_est 0.316 0.304 0.081 3.10 RTX 2080ti Python May 18, 2020 Chandana
108 ECO 0.316 0.309 0.111 2.62 16 cores 2.0 GHz CPU MATLAB Dec 10, 2018 Official
109 CF2 0.315 0.297 0.088 5.57 16 cores 2.0 GHz CPU MATLAB Dec 10, 2018 Official
110 IVT_modified 0.304 0.297 0.079 2.71 RTX 2080ti Python May 16, 2020 Chandana
111 MDNet 0.299 0.303 0.099 1.52 1 GeForce GTX Titan X Python Dec 10, 2018 Official
112 CFNetc2 0.293 0.265 0.087 35.62 1 GeForce GTX Titan X MATLAB Dec 10, 2018 Official
113 ECOhc 0.286 0.276 0.096 44.55 16 cores 2.0 GHz CPU MATLAB Dec 10, 2018 Official
114 siamrpn_0613 0.276 0.278 0.056 122.90 titan v python Jun 13, 2021 chz
115 CFNetc5 0.270 0.225 0.072 24.88 1 GeForce GTX Titan X MATLAB Dec 10, 2018 Official
116 CFNetc1 0.261 0.243 0.084 38.48 1 GeForce GTX Titan X MATLAB Dec 10, 2018 Official
117 BACF 0.260 0.262 0.101 14.44 16 cores 2.0 GHz CPU MATLAB Dec 10, 2018 Official
118 MEEM 0.253 0.235 0.068 20.59 16 cores 2.0 GHz CPU MATLAB Dec 10, 2018 Official
119 DAT 0.251 0.242 0.048 45.52 16 cores 2.0 GHz CPU MATLAB Dec 10, 2018 Official
120 DSST 0.247 0.223 0.081 18.25 16 cores 2.0 GHz CPU MATLAB Dec 10, 2018 Official
121 SAMF 0.246 0.241 0.084 7.43 16 cores 2.0 GHz CPU MATLAB Dec 10, 2018 Official
122 Staple 0.246 0.239 0.089 28.87 16 cores 2.0 GHz CPU MATLAB Dec 10, 2018 Official
123 SRDCFdecon 0.237 0.220 0.094 2.89 16 cores 2.0 GHz CPU MATLAB Dec 10, 2018 Official
124 SRDCF 0.236 0.227 0.094 5.58 16 cores 2.0 GHz CPU MATLAB Dec 10, 2018 Official
125 fDSST 0.206 0.187 0.075 30.43 16 cores 2.0 GHz CPU MATLAB Dec 10, 2018 Official
126 CSK 0.205 0.174 0.056 133.46 16 cores 2.0 GHz CPU MATLAB Dec 10, 2018 Official
127 KCF 0.203 0.177 0.065 94.66 16 cores 2.0 GHz CPU MATLAB Dec 10, 2018 Official
128 CSK_r1 0.202 0.169 0.056 17.96 CPU Python Dec 29, 2018 Chris
129 L1APG 0.181 0.174 0.068 13.06 16 cores 2.0 GHz CPU MATLAB Dec 10, 2018 Official
130 LK 0.177 0.144 0.048 10.15 16 cores 2.0 GHz CPU MATLAB Dec 10, 2018 Official
131 Info_Vital 0.156 0.100 0.024 1.59 RTX 2080 ti 12GB Python Apr 30, 2020 Chandana
132 IVT 0.128 0.084 0.023 71.29 16 cores 2.0 GHz CPU MATLAB Dec 10, 2018 Official
133 kcf_tp 0.074 0.031 0.002 63.43 1070 python Jun 09, 2019 triplepool