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.
Rank↓ | Method | AO | SR0.50 | SR0.75 | Hz | Hardware | Language | Date | Author |
---|---|---|---|---|---|---|---|---|---|
1 | Ainnovation | 0.735 1 | 0.848 1 | 0.699 1 | 26.28 | rtx | python | Jan 15, 2021 | ainnovation |
2 | TransT | 0.724 2 | 0.825 2 | 0.683 2 | 23.14 | 2080Ti | python | Dec 18, 2020 | CHENXIN |
3 | DIM | 0.697 3 | 0.816 3 | 0.609 3 | 23.02 | V100 | Python | Jun 25, 2020 | iminfine |
4 | EH_SD | 0.691 | 0.812 | 0.608 | 22.67 | rtx2060 | python | Sep 17, 2020 | skyshoumeng |
5 | RPT | 0.682 | 0.803 | 0.583 | 8.84 | 1080Ti | Python | Jan 13, 2021 | DH_Tracker |
6 | DOPNet_s | 0.682 | 0.805 | 0.585 | 9.33 | TITAN X (Pascal) | python | Oct 08, 2020 | tominute |
7 | IAT | 0.682 | 0.805 | 0.592 | 25.02 | Titan RTX | python | Jan 09, 2021 | yyyxxxqqq |
8 | CSBDCF | 0.680 | 0.794 | 0.598 | 6.33 | Titan XP GPU | Python | Oct 15, 2020 | KU3029 |
9 | DOPNet | 0.653 | 0.776 | 0.519 | 29.77 | TITAN X (Pascal) | python | Aug 27, 2020 | tominute |
10 | RTAT_format | 0.652 | 0.763 | 0.545 | 7.65 | Nvidia-2080 | Python | Nov 16, 2020 | Flowerfan |
11 | SiamRCNN | 0.649 | 0.728 | 0.597 | 2.79 | 1080 Ti | Python | Nov 09, 2019 | voigtlaender |
12 | FCOT | 0.640 | 0.763 | 0.517 | 47.15 | RTX 2080ti | python | Jun 04, 2020 | libron |
13 | GSC | 0.640 | 0.747 | 0.538 | 12.70 | P40 | python | Nov 10, 2020 | bilylee |
14 | test_1 | 0.639 | 0.758 | 0.502 | 11.60 | GTX1080 | python | Jan 17, 2020 | huang |
15 | DCFST_Res50 | 0.638 | 0.753 | 0.498 | 37.82 | TITAN X(pascal) | pytorch | Oct 18, 2019 | noUmbrella |
16 | PrDimp50 | 0.636 | 0.739 | 0.529 | 3.66 | K80 | python | Nov 23, 2020 | ZoroCK |
17 | dnb | 0.607 | 0.726 | 0.472 | 25.44 | gtx 1080 | python | Dec 19, 2020 | tominute |
18 | dimpp | 0.616 | 0.716 | 0.501 | 44.72 | Titan_RTX | pytroch | Jan 05, 2021 | iceskylake |
19 | DiMP50 | 0.611 | 0.717 | 0.492 | 34.05 | Nvidia GTX-1050 | Python | Sep 02, 2019 | goutamgmb |
20 | DCFST | 0.610 | 0.716 | 0.463 | 50.65 | TITAN X(Pascal), E5-2630 | Pytorch | Aug 24, 2019 | noUmbrella |
21 | siamfcppdcn | 0.607 | 0.731 | 0.476 | 77.37 | GTX1080ti | python | Mar 26, 2020 | jaffe |
22 | ATOM2 | 0.602 | 0.701 | 0.479 | 45.91 | 1080ti | python | Jun 14, 2019 | wangxianhai |
23 | DMV50 | 0.601 | 0.695 | 0.492 | 31.55 | Geforce RTX 2080Ti | Python | Mar 05, 2020 | ghnam |
24 | jaffesa | 0.600 | 0.723 | 0.469 | 79.96 | GTX1080ti | python | Mar 24, 2020 | jaffe |
25 | secf_oriD | 0.600 | 0.716 | 0.460 | 27.32 | 1080ti | python | Apr 25, 2020 | jaffe |
26 | DIT | 0.595 | 0.704 | 0.440 | 53.46 | 2080Ti | python | Mar 14, 2020 | diyuan |
27 | AFSN | 0.486 | 0.578 | 0.271 | 40.67 | GeForce GTX 1080Ti | python | Dec 23, 2020 | TongtongYuan |
28 | ATOM18 | 0.556 | 0.634 | 0.402 | 20.71 | Nvidia GTX-1050 | Python | Sep 02, 2019 | goutamgmb |
29 | siamrpn_tp | 0.517 | 0.615 | 0.329 | 3.18 | 1070 | python | Jun 09, 2019 | triplepool |
30 | SPM | 0.513 | 0.593 | 0.359 | 72.30 | Titan Xp | Python | Sep 30, 2019 | wgting96 |
31 | SiamRPN_R18 | 0.483 | 0.581 | 0.270 | 97.55 | GeForce GTX TITAN X | Python | Aug 28, 2019 | wgting96 |
32 | SLSNTRPN23 | 0.480 | 0.560 | 0.290 | 136.62 2 | GTX1070 | PYTHON | Dec 04, 2020 | Tsao |
33 | SiamRPN_A | 0.463 | 0.549 | 0.253 | 74.46 | GeForce GTX TITAN X | Python | Aug 28, 2019 | wgting96 |
34 | RPN_IOU | 0.453 | 0.546 | 0.195 | 18.66 | Nvidia GTX 1080Ti | Python | Jan 30, 2020 | dasari4321 |
35 | soft | 0.458 | 0.547 | 0.209 | 39.84 | Nvidia RTX 2080Ti | Python | Jul 05, 2020 | ingenious_frog |
36 | SiamMask_EU | 0.453 | 0.550 | 0.248 | 15.37 | NVIDIA Tesla P100 | Python | Apr 09, 2020 | JackieZhai |
37 | SRCRPN | 0.451 | 0.528 | 0.212 | 43.54 | Nvidia RTX 2080Ti | Python | Jul 31, 2020 | ingenious_frog |
38 | THOR | 0.447 | 0.538 | 0.204 | 1.00 | RTX 2070 | Python | Oct 17, 2019 | AHUWangXiao |
39 | DaSiamRPN | 0.444 | 0.536 | 0.220 | 134.40 3 | 1 Titan RTX | Python | Aug 04, 2020 | louisshen |
40 | SLSNTRPN13 | 0.441 | 0.529 | 0.228 | 144.64 1 | GTX1070 | PYTHON | Dec 01, 2020 | Tsao |
41 | SARRPN | 0.426 | 0.506 | 0.192 | 91.61 | Nvidia RTX 2080Ti | Python | Aug 03, 2020 | ingenious_frog |
42 | DCANet | 0.403 | 0.466 | 0.150 | 28.06 | 2080Ti | pytorch | Aug 26, 2020 | doublefish2020 |
43 | DETAIL_v3 | 0.378 | 0.419 | 0.125 | 3.00 | RTX 2080Ti | Python | Nov 10, 2020 | Chandana |
44 | SiamFCv2 | 0.374 | 0.404 | 0.144 | 25.81 | 1 GeForce GTX Titan X | MATLAB | Dec 10, 2018 | Official |
45 | SiamRPN_gt | 0.367 | 0.425 | 0.103 | 47.10 | GTX1080Ti | python | Jun 24, 2020 | yanggg1997 |
46 | VSINT | 0.363 | 0.401 | 0.119 | 10.85 | GPU TITAN X | Python | Oct 17, 2019 | dgupta |
47 | litttletrack | 0.355 | 0.395 | 0.106 | 30.42 | 1080ti | python | Jun 03, 2019 | tianlang |
48 | Vital_1 | 0.350 | 0.360 | 0.090 | 4.80 | RTX 2080ti | Python | May 16, 2020 | Chandana |
49 | SiamFCbycccc | 0.331 | 0.368 | 0.110 | 10.52 | 2080ti | python | Jun 13, 2020 | CCCC |
50 | MDNet_1 | 0.348 | 0.346 | 0.091 | 5.06 | RTX 2080ti | Python | May 16, 2020 | Chandana |
51 | SiamFC | 0.348 | 0.353 | 0.098 | 44.15 | 1 GeForce GTX Titan X | MATLAB | Dec 10, 2018 | Official |
52 | GOTURN | 0.347 | 0.375 | 0.124 | 108.55 | 1 GeForce GTX Titan X | Python | Dec 10, 2018 | Official |
53 | ws | 0.346 | 0.383 | 0.106 | 123.97 | GTX 2070S,R3 3300X | python +pytorch | Dec 14, 2020 | ws20201214 |
54 | Ball_IVT | 0.341 | 0.339 | 0.077 | 3.56 | RTX 2080ti | Python | May 30, 2020 | Chandana |
55 | Vital_est | 0.331 | 0.341 | 0.081 | 3.57 | RTX 2080ti | Python | May 26, 2020 | Chandana |
56 | CCOT | 0.325 | 0.328 | 0.107 | 0.68 | 16 cores 2.0 GHz CPU | MATLAB | Dec 10, 2018 | Official |
57 | IVT_est | 0.316 | 0.304 | 0.081 | 3.10 | RTX 2080ti | Python | May 18, 2020 | Chandana |
58 | ECO | 0.316 | 0.309 | 0.111 | 2.62 | 16 cores 2.0 GHz CPU | MATLAB | Dec 10, 2018 | Official |
59 | CF2 | 0.315 | 0.297 | 0.088 | 5.57 | 16 cores 2.0 GHz CPU | MATLAB | Dec 10, 2018 | Official |
60 | DTT | 0.307 | 0.260 | 0.064 | 27.19 | TITAN X (Pascal) | python | Jan 14, 2021 | tominute |
61 | IVT_modified | 0.304 | 0.297 | 0.079 | 2.71 | RTX 2080ti | Python | May 16, 2020 | Chandana |
62 | MDNet | 0.299 | 0.303 | 0.099 | 1.52 | 1 GeForce GTX Titan X | Python | Dec 10, 2018 | Official |
63 | CFNetc2 | 0.293 | 0.265 | 0.087 | 35.62 | 1 GeForce GTX Titan X | MATLAB | Dec 10, 2018 | Official |
64 | ECOhc | 0.286 | 0.276 | 0.096 | 44.55 | 16 cores 2.0 GHz CPU | MATLAB | Dec 10, 2018 | Official |
65 | CFNetc5 | 0.270 | 0.225 | 0.072 | 24.88 | 1 GeForce GTX Titan X | MATLAB | Dec 10, 2018 | Official |
66 | CFNetc1 | 0.261 | 0.243 | 0.084 | 38.48 | 1 GeForce GTX Titan X | MATLAB | Dec 10, 2018 | Official |
67 | BACF | 0.260 | 0.262 | 0.101 | 14.44 | 16 cores 2.0 GHz CPU | MATLAB | Dec 10, 2018 | Official |
68 | MEEM | 0.253 | 0.235 | 0.068 | 20.59 | 16 cores 2.0 GHz CPU | MATLAB | Dec 10, 2018 | Official |
69 | DAT | 0.251 | 0.242 | 0.048 | 45.52 | 16 cores 2.0 GHz CPU | MATLAB | Dec 10, 2018 | Official |
70 | DSST | 0.247 | 0.223 | 0.081 | 18.25 | 16 cores 2.0 GHz CPU | MATLAB | Dec 10, 2018 | Official |
71 | SAMF | 0.246 | 0.241 | 0.084 | 7.43 | 16 cores 2.0 GHz CPU | MATLAB | Dec 10, 2018 | Official |
72 | Staple | 0.246 | 0.239 | 0.089 | 28.87 | 16 cores 2.0 GHz CPU | MATLAB | Dec 10, 2018 | Official |
73 | SRDCFdecon | 0.237 | 0.220 | 0.094 | 2.89 | 16 cores 2.0 GHz CPU | MATLAB | Dec 10, 2018 | Official |
74 | SRDCF | 0.236 | 0.227 | 0.094 | 5.58 | 16 cores 2.0 GHz CPU | MATLAB | Dec 10, 2018 | Official |
75 | fDSST | 0.206 | 0.187 | 0.075 | 30.43 | 16 cores 2.0 GHz CPU | MATLAB | Dec 10, 2018 | Official |
76 | CSK | 0.205 | 0.174 | 0.056 | 133.46 | 16 cores 2.0 GHz CPU | MATLAB | Dec 10, 2018 | Official |
77 | KCF | 0.203 | 0.177 | 0.065 | 94.66 | 16 cores 2.0 GHz CPU | MATLAB | Dec 10, 2018 | Official |
78 | CSK_r1 | 0.202 | 0.169 | 0.056 | 17.96 | CPU | Python | Dec 29, 2018 | Chris |
79 | L1APG | 0.181 | 0.174 | 0.068 | 13.06 | 16 cores 2.0 GHz CPU | MATLAB | Dec 10, 2018 | Official |
80 | LK | 0.177 | 0.144 | 0.048 | 10.15 | 16 cores 2.0 GHz CPU | MATLAB | Dec 10, 2018 | Official |
81 | Info_Vital | 0.156 | 0.100 | 0.024 | 1.59 | RTX 2080 ti 12GB | Python | Apr 30, 2020 | Chandana |
82 | IVT | 0.128 | 0.084 | 0.023 | 71.29 | 16 cores 2.0 GHz CPU | MATLAB | Dec 10, 2018 | Official |
83 | kcf_tp | 0.074 | 0.031 | 0.002 | 63.43 | 1070 | python | Jun 09, 2019 | triplepool |