Results for methods appear here after users upload them and approve them for public display.
EPE all | EPE matched | EPE unmatched | d0-10 | d10-60 | d60-140 | s0-10 | s10-40 | s40+ | ||
---|---|---|---|---|---|---|---|---|---|---|
GroundTruth [1] | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | Visualize Results |
MR-Flow [2] | 2.527 | 0.954 | 15.365 | 2.866 | 0.710 | 0.420 | 0.446 | 1.715 | 14.826 | Visualize Results |
ProFlow [3] | 2.818 | 1.027 | 17.428 | 2.892 | 0.751 | 0.496 | 0.469 | 1.626 | 17.369 | Visualize Results |
SuMo [4] | 2.910 | 1.016 | 18.357 | 2.797 | 0.756 | 0.479 | 0.559 | 1.732 | 17.431 | Visualize Results |
FlowFields++ [5] | 2.943 | 0.850 | 20.027 | 2.550 | 0.603 | 0.403 | 0.560 | 1.859 | 17.401 | Visualize Results |
FlowFields+ [6] | 3.102 | 0.820 | 21.718 | 2.340 | 0.616 | 0.373 | 0.593 | 1.865 | 18.549 | Visualize Results |
DIP-Flow [7] | 3.103 | 0.881 | 21.227 | 2.574 | 0.681 | 0.419 | 0.548 | 1.801 | 18.979 | Visualize Results |
PGM-C [8] | 3.234 | 0.929 | 22.045 | 2.724 | 0.659 | 0.424 | 0.567 | 1.999 | 19.467 | Visualize Results |
CPM2 [9] | 3.253 | 0.980 | 21.812 | 2.663 | 0.751 | 0.416 | 0.615 | 1.954 | 19.503 | Visualize Results |
MirrorFlow [10] | 3.316 | 1.338 | 19.470 | 3.684 | 1.165 | 0.487 | 0.566 | 1.853 | 20.523 | Visualize Results |
DiscreteFlow+OIR [11] | 3.331 | 0.942 | 22.817 | 2.794 | 0.712 | 0.442 | 0.583 | 1.948 | 20.318 | Visualize Results |
SegFlow [12] | 3.461 | 1.126 | 22.535 | 3.071 | 0.935 | 0.521 | 0.465 | 1.893 | 22.152 | Visualize Results |
FTFlow [13] | 3.463 | 1.130 | 22.527 | 3.081 | 0.936 | 0.524 | 0.467 | 1.892 | 22.160 | Visualize Results |
S2F-IF [14] | 3.500 | 0.988 | 23.986 | 2.629 | 0.816 | 0.533 | 0.524 | 1.976 | 21.960 | Visualize Results |
SPM-BPv2 [15] | 3.515 | 1.020 | 23.865 | 2.603 | 0.841 | 0.521 | 0.474 | 1.773 | 22.830 | Visualize Results |
DCFlow [16] | 3.537 | 1.103 | 23.394 | 2.897 | 0.868 | 0.632 | 0.703 | 2.015 | 21.296 | Visualize Results |
RicFlow [17] | 3.550 | 1.264 | 22.220 | 3.248 | 1.023 | 0.576 | 0.601 | 2.203 | 21.465 | Visualize Results |
CPM-Flow [18] | 3.557 | 1.189 | 22.889 | 3.032 | 0.973 | 0.613 | 0.592 | 2.064 | 21.900 | Visualize Results |
DiscreteFlow [19] | 3.567 | 1.108 | 23.626 | 3.398 | 0.799 | 0.446 | 0.703 | 2.277 | 20.906 | Visualize Results |
FullFlow [20] | 3.601 | 1.296 | 22.424 | 2.944 | 1.023 | 0.732 | 0.933 | 2.055 | 20.612 | Visualize Results |
CPM_AUG [21] | 3.609 | 1.135 | 23.804 | 2.945 | 0.935 | 0.516 | 0.615 | 2.099 | 22.137 | Visualize Results |
PatchBatch+Inter [22] | 3.624 | 1.324 | 22.397 | 3.076 | 1.115 | 0.673 | 0.589 | 1.824 | 23.062 | Visualize Results |
ProbFlowFields [23] | 3.631 | 1.061 | 24.603 | 2.719 | 0.887 | 0.607 | 0.551 | 2.105 | 22.619 | Visualize Results |
ProgFlow-dcf [24] | 3.642 | 1.183 | 23.703 | 3.114 | 0.928 | 0.681 | 0.694 | 2.133 | 21.928 | Visualize Results |
FlowFields [25] | 3.748 | 1.056 | 25.700 | 2.784 | 0.878 | 0.570 | 0.546 | 2.110 | 23.602 | Visualize Results |
FlowFieldsCNN [26] | 3.778 | 0.996 | 26.469 | 2.604 | 0.796 | 0.631 | 0.648 | 2.017 | 23.582 | Visualize Results |
ProgFlow-ff [27] | 3.783 | 1.171 | 25.103 | 3.005 | 1.011 | 0.654 | 0.544 | 2.084 | 23.984 | Visualize Results |
InterpoNet_df [28] | 3.862 | 1.193 | 25.632 | 3.613 | 0.885 | 0.508 | 0.581 | 2.253 | 24.038 | Visualize Results |
DeepDiscreteFlow [29] | 3.863 | 1.296 | 24.820 | 3.077 | 0.975 | 0.803 | 0.794 | 2.024 | 23.575 | Visualize Results |
SBFlow [30] | 3.930 | 1.285 | 25.541 | 3.352 | 1.093 | 0.614 | 0.569 | 2.161 | 24.922 | Visualize Results |
InterpoNet_ff [31] | 3.952 | 1.232 | 26.121 | 3.600 | 0.946 | 0.573 | 0.571 | 2.228 | 24.900 | Visualize Results |
FlowNet2 [32] | 3.959 | 1.468 | 24.294 | 3.089 | 1.319 | 0.920 | 0.643 | 1.898 | 25.422 | Visualize Results |
InterpoNet_dm [33] | 3.973 | 1.412 | 24.852 | 4.015 | 1.032 | 0.636 | 0.706 | 2.142 | 24.619 | Visualize Results |
PSCVF [34] | 3.979 | 1.249 | 26.243 | 3.775 | 0.904 | 0.540 | 0.567 | 2.079 | 25.518 | Visualize Results |
EPMNet [35] | 3.986 | 1.502 | 24.251 | 3.230 | 1.349 | 0.908 | 0.695 | 1.981 | 25.181 | Visualize Results |
PPM [36] | 4.026 | 1.167 | 27.353 | 2.783 | 0.847 | 0.690 | 0.797 | 2.093 | 24.748 | Visualize Results |
InterpoNet_cpm [37] | 4.086 | 1.371 | 26.222 | 3.992 | 1.064 | 0.569 | 0.637 | 2.325 | 25.466 | Visualize Results |
EpicFlow [38] | 4.115 | 1.360 | 26.595 | 3.660 | 1.079 | 0.599 | 0.712 | 2.117 | 25.859 | Visualize Results |
GlobalPatchCollider [39] | 4.134 | 1.432 | 26.179 | 3.914 | 1.268 | 0.554 | 0.613 | 2.232 | 26.222 | Visualize Results |
FlowNet2-ft-sintel [40] | 4.157 | 1.557 | 25.403 | 3.272 | 1.461 | 0.856 | 0.597 | 1.890 | 27.347 | Visualize Results |
IHBPFlow [41] | 4.347 | 1.476 | 27.746 | 3.573 | 1.155 | 0.895 | 0.577 | 2.245 | 28.145 | Visualize Results |
PWC-Net [42] | 4.386 | 1.719 | 26.166 | 4.282 | 1.657 | 0.674 | 0.606 | 2.070 | 28.793 | Visualize Results |
PH-Flow [43] | 4.388 | 1.714 | 26.202 | 3.612 | 1.713 | 0.834 | 0.590 | 2.430 | 27.997 | Visualize Results |
Devon [44] | 4.461 | 1.943 | 24.992 | 3.703 | 1.737 | 1.454 | 0.931 | 2.542 | 26.617 | Visualize Results |
MFF [45] | 4.461 | 1.839 | 25.861 | 4.277 | 1.808 | 0.809 | 0.590 | 2.241 | 29.061 | Visualize Results |
FGI [46] | 4.664 | 1.540 | 30.110 | 3.771 | 1.336 | 0.850 | 0.669 | 2.310 | 30.185 | Visualize Results |
AggregFlow [47] | 4.754 | 1.694 | 29.685 | 3.705 | 1.603 | 0.981 | 0.650 | 2.251 | 31.184 | Visualize Results |
F3-MPLF [48] | 4.771 | 2.063 | 26.863 | 3.458 | 1.809 | 1.244 | 0.678 | 1.884 | 32.091 | Visualize Results |
DeepFlow2 [49] | 4.891 | 1.403 | 33.317 | 3.714 | 1.119 | 0.626 | 0.800 | 2.210 | 31.690 | Visualize Results |
TF+OFM [50] | 4.917 | 1.874 | 29.735 | 3.676 | 1.689 | 1.309 | 0.839 | 2.349 | 31.391 | Visualize Results |
FALDOI [51] | 4.927 | 1.542 | 32.535 | 3.307 | 1.318 | 0.885 | 1.047 | 2.647 | 29.719 | Visualize Results |
Deep+R [52] | 5.041 | 1.481 | 34.047 | 3.710 | 1.102 | 0.722 | 0.929 | 2.333 | 31.999 | Visualize Results |
SPM-BP [53] | 5.202 | 1.815 | 32.839 | 4.008 | 1.704 | 1.179 | 0.643 | 2.576 | 34.214 | Visualize Results |
BOOM+PF.XY [54] | 5.204 | 1.696 | 33.826 | 3.512 | 1.540 | 1.021 | 0.927 | 2.921 | 31.976 | Visualize Results |
SparseFlowFused [55] | 5.257 | 1.627 | 34.834 | 4.211 | 1.397 | 0.729 | 0.880 | 2.567 | 33.489 | Visualize Results |
BOOM+PF.XYT [56] | 5.311 | 1.820 | 33.809 | 3.552 | 1.661 | 1.180 | 1.049 | 3.031 | 32.008 | Visualize Results |
DMF_ROB [57] | 5.368 | 1.742 | 34.899 | 4.271 | 1.613 | 0.831 | 0.753 | 2.511 | 35.180 | Visualize Results |
DeepFlow [58] | 5.377 | 1.771 | 34.751 | 4.519 | 1.534 | 0.837 | 0.960 | 2.730 | 33.701 | Visualize Results |
PMF [59] | 5.378 | 1.858 | 34.102 | 3.877 | 1.835 | 1.235 | 0.628 | 2.428 | 36.128 | Visualize Results |
NNF-Local [60] | 5.386 | 1.397 | 37.896 | 2.722 | 1.341 | 1.004 | 0.683 | 2.245 | 36.342 | Visualize Results |
SVFilterOh [61] | 5.540 | 2.043 | 34.067 | 3.875 | 1.865 | 1.625 | 0.778 | 2.713 | 36.033 | Visualize Results |
PatchWMF-OF [62] | 5.550 | 1.781 | 36.257 | 3.339 | 1.843 | 1.277 | 0.581 | 2.612 | 37.319 | Visualize Results |
PCA-Layers [63] | 5.730 | 2.455 | 32.468 | 5.447 | 2.337 | 1.415 | 1.129 | 3.051 | 35.079 | Visualize Results |
WLIF-Flow [64] | 5.734 | 1.759 | 38.125 | 3.242 | 1.818 | 1.296 | 0.597 | 2.512 | 39.036 | Visualize Results |
AGIF+OF [65] | 5.766 | 1.695 | 38.936 | 3.034 | 1.709 | 1.329 | 0.613 | 2.554 | 39.121 | Visualize Results |
PatchBatch-CENT+SD [66] | 5.789 | 2.743 | 30.599 | 5.232 | 2.756 | 1.492 | 0.492 | 1.801 | 41.746 | Visualize Results |
LocalLayering [67] | 5.820 | 2.143 | 35.784 | 3.817 | 2.342 | 1.399 | 0.580 | 2.461 | 39.976 | Visualize Results |
MDP-Flow2 [68] | 5.837 | 1.869 | 38.158 | 3.210 | 1.913 | 1.441 | 0.640 | 2.603 | 39.459 | Visualize Results |
ICALD [69] | 6.002 | 2.376 | 35.550 | 4.835 | 2.636 | 1.213 | 0.758 | 3.459 | 38.169 | Visualize Results |
ZZZ [70] | 6.027 | 1.681 | 41.429 | 3.637 | 1.547 | 1.038 | 0.994 | 2.809 | 38.798 | Visualize Results |
ComponentFusion [71] | 6.065 | 2.033 | 38.912 | 4.114 | 2.063 | 1.213 | 0.910 | 2.996 | 39.074 | Visualize Results |
AnyFlow [72] | 6.066 | 2.412 | 35.852 | 5.211 | 2.432 | 1.215 | 1.429 | 3.665 | 34.900 | Visualize Results |
AutoScaler+ [73] | 6.076 | 2.569 | 34.656 | 4.610 | 2.195 | 1.863 | 1.298 | 3.737 | 35.431 | Visualize Results |
FlowNetC+ft+v [74] | 6.081 | 2.576 | 34.620 | 5.079 | 2.371 | 1.480 | 0.764 | 2.686 | 40.676 | Visualize Results |
FlowNetS+ft+v [75] | 6.158 | 2.800 | 33.491 | 5.535 | 2.687 | 1.563 | 0.766 | 2.938 | 40.686 | Visualize Results |
SparseFlow [76] | 6.197 | 2.357 | 37.460 | 4.642 | 2.273 | 1.392 | 0.681 | 2.533 | 42.422 | Visualize Results |
M-1px [77] | 6.209 | 1.783 | 42.262 | 3.807 | 1.625 | 1.093 | 1.078 | 3.081 | 39.236 | Visualize Results |
OAR-Flow [78] | 6.227 | 2.760 | 34.455 | 5.639 | 3.096 | 1.375 | 0.648 | 3.132 | 41.378 | Visualize Results |
ContFusion [79] | 6.263 | 2.518 | 36.767 | 5.092 | 2.801 | 1.302 | 0.694 | 3.115 | 41.506 | Visualize Results |
Grts-Flow-V2 [80] | 6.415 | 2.664 | 36.995 | 5.177 | 2.482 | 1.773 | 1.310 | 3.983 | 37.635 | Visualize Results |
EPPM [81] | 6.494 | 2.675 | 37.632 | 4.997 | 2.422 | 1.948 | 1.402 | 3.446 | 39.152 | Visualize Results |
COF [82] | 6.496 | 2.849 | 36.216 | 5.679 | 3.176 | 1.450 | 0.859 | 3.656 | 41.334 | Visualize Results |
GeoFlow [83] | 6.527 | 2.420 | 40.043 | 3.945 | 2.193 | 1.857 | 0.723 | 2.620 | 44.833 | Visualize Results |
SPyNet+ft [84] | 6.640 | 3.013 | 36.190 | 5.501 | 3.122 | 1.719 | 0.832 | 3.343 | 43.442 | Visualize Results |
SPyNet [85] | 6.689 | 3.020 | 36.596 | 5.770 | 3.289 | 1.562 | 0.911 | 3.455 | 43.207 | Visualize Results |
RC-LSTM-4dir [86] | 6.694 | 3.419 | 33.345 | 5.930 | 3.513 | 2.162 | 1.375 | 3.826 | 39.961 | Visualize Results |
RC-LSTM-1dir [87] | 6.717 | 3.445 | 33.352 | 5.916 | 3.527 | 2.209 | 1.410 | 3.820 | 40.001 | Visualize Results |
HCOF+multi [88] | 6.717 | 3.244 | 35.046 | 5.724 | 3.175 | 2.290 | 1.223 | 4.158 | 40.158 | Visualize Results |
Classic+NLP [89] | 6.731 | 2.949 | 37.545 | 5.573 | 3.291 | 1.648 | 0.638 | 3.296 | 45.290 | Visualize Results |
FC-2Layers-FF [90] | 6.781 | 3.053 | 37.144 | 5.841 | 3.390 | 1.688 | 0.580 | 3.308 | 45.962 | Visualize Results |
HAST [91] | 6.802 | 3.081 | 37.112 | 4.641 | 3.111 | 2.245 | 0.683 | 3.022 | 46.330 | Visualize Results |
PCA-Flow [92] | 6.828 | 3.014 | 37.939 | 6.444 | 3.038 | 1.655 | 1.363 | 3.484 | 42.048 | Visualize Results |
CNet [93] | 6.866 | 3.122 | 37.403 | 4.890 | 3.002 | 2.283 | 0.743 | 2.405 | 48.087 | Visualize Results |
JOF [94] | 6.920 | 3.080 | 38.195 | 5.983 | 3.416 | 1.678 | 0.583 | 2.474 | 49.143 | Visualize Results |
Channel-Flow [95] | 7.023 | 3.086 | 39.084 | 5.411 | 3.236 | 1.918 | 0.624 | 2.791 | 49.021 | Visualize Results |
UFO [96] | 7.227 | 3.603 | 36.779 | 6.100 | 3.497 | 2.458 | 1.224 | 4.003 | 44.836 | Visualize Results |
IPOL_Brox [97] | 7.283 | 3.150 | 40.931 | 5.705 | 3.347 | 1.831 | 1.090 | 3.647 | 46.796 | Visualize Results |
MLDP-OF [98] | 7.297 | 3.260 | 40.183 | 5.581 | 3.304 | 2.007 | 0.600 | 2.916 | 51.146 | Visualize Results |
DF-Beta [99] | 7.391 | 3.153 | 41.890 | 5.492 | 3.337 | 1.895 | 1.087 | 3.597 | 47.836 | Visualize Results |
DF [100] | 7.406 | 3.164 | 41.936 | 5.504 | 3.345 | 1.908 | 1.091 | 3.594 | 47.949 | Visualize Results |
SFL [101] | 7.455 | 4.129 | 34.548 | 7.148 | 4.322 | 2.448 | 1.437 | 4.756 | 43.773 | Visualize Results |
FlowNetADF [102] | 7.464 | 3.915 | 36.404 | 6.853 | 4.094 | 2.377 | 1.171 | 4.412 | 46.057 | Visualize Results |
FlowNetProbOut [103] | 7.472 | 3.888 | 36.700 | 6.833 | 4.056 | 2.424 | 1.196 | 4.422 | 45.962 | Visualize Results |
LDOF [104] | 7.563 | 3.432 | 41.170 | 5.353 | 3.284 | 2.454 | 0.936 | 2.908 | 51.696 | Visualize Results |
CPNFlow [105] | 7.660 | 3.853 | 38.695 | 6.804 | 4.130 | 2.223 | 1.347 | 3.952 | 47.942 | Visualize Results |
NLTGV-SC [106] | 7.680 | 3.565 | 41.168 | 6.132 | 3.801 | 2.170 | 0.996 | 3.557 | 50.808 | Visualize Results |
IIOF-NLDP [107] | 7.796 | 3.806 | 40.287 | 6.651 | 4.175 | 2.300 | 0.731 | 3.328 | 53.670 | Visualize Results |
Classic+NL [108] | 7.961 | 3.770 | 42.079 | 6.191 | 3.911 | 2.509 | 0.573 | 2.694 | 57.374 | Visualize Results |
Data-Flow [109] | 7.972 | 3.494 | 44.527 | 6.341 | 3.665 | 1.921 | 1.258 | 3.970 | 51.049 | Visualize Results |
RLOF_DENSE [110] | 7.977 | 3.887 | 41.315 | 6.689 | 4.005 | 2.415 | 0.739 | 3.080 | 55.766 | Visualize Results |
ROF-NND [111] | 8.061 | 3.944 | 41.603 | 6.365 | 4.145 | 2.756 | 0.717 | 3.301 | 56.051 | Visualize Results |
TVL1_ROB [112] | 8.233 | 4.012 | 42.600 | 7.010 | 4.432 | 2.381 | 1.172 | 4.480 | 52.331 | Visualize Results |
WCTflow [113] | 8.236 | 4.048 | 42.320 | 6.413 | 4.250 | 2.774 | 0.598 | 3.106 | 58.550 | Visualize Results |
DF-Auto [114] | 8.480 | 3.945 | 45.399 | 6.445 | 4.149 | 2.537 | 1.057 | 3.732 | 56.780 | Visualize Results |
Classic++ [115] | 8.721 | 4.259 | 45.047 | 6.983 | 4.494 | 2.753 | 0.902 | 3.295 | 60.645 | Visualize Results |
Horn+Schunck [116] | 8.739 | 4.525 | 43.032 | 7.542 | 5.045 | 2.891 | 1.141 | 3.860 | 58.243 | Visualize Results |
Classic+NL-fast [117] | 9.129 | 4.725 | 44.956 | 7.157 | 4.974 | 3.331 | 0.558 | 2.812 | 66.935 | Visualize Results |
2bit-BM-tele [118] | 9.274 | 4.219 | 50.491 | 6.233 | 4.119 | 3.323 | 1.390 | 4.564 | 59.833 | Visualize Results |
DIS-Fast [119] | 9.353 | 5.165 | 43.503 | 8.317 | 5.677 | 3.212 | 1.906 | 4.899 | 57.071 | Visualize Results |
UnFlow [120] | 9.379 | 5.365 | 42.105 | 7.853 | 5.151 | 3.886 | 1.312 | 5.116 | 59.713 | Visualize Results |
TV-L1 [121] | 9.471 | 4.875 | 46.845 | 7.630 | 5.151 | 3.337 | 0.976 | 3.856 | 65.165 | Visualize Results |
OF_OCC_LD [122] | 9.675 | 5.296 | 45.288 | 7.996 | 5.632 | 3.694 | 0.605 | 3.025 | 70.740 | Visualize Results |
PosetOptimization [123] | 9.874 | 3.639 | 60.633 | 5.005 | 3.366 | 3.207 | 1.981 | 6.486 | 57.189 | Visualize Results |
H-1px [124] | 10.148 | 4.454 | 56.545 | 6.832 | 4.306 | 3.637 | 2.173 | 6.606 | 58.262 | Visualize Results |
Steered-L1 [125] | 10.864 | 6.018 | 50.244 | 7.976 | 6.187 | 4.832 | 0.811 | 6.049 | 72.292 | Visualize Results |
SimpleFlow [126] | 12.617 | 7.848 | 51.435 | 10.693 | 8.422 | 6.170 | 0.711 | 8.411 | 81.786 | Visualize Results |
AnisoHuber.L1 [127] | 12.642 | 7.983 | 50.472 | 10.457 | 8.675 | 6.320 | 0.753 | 9.976 | 77.835 | Visualize Results |
H+S_ROB [128] | 13.278 | 8.654 | 50.879 | 11.490 | 9.560 | 6.700 | 1.552 | 10.011 | 79.168 | Visualize Results |
AtrousFlow [129] | 14.200 | 9.584 | 51.758 | 11.964 | 10.338 | 7.926 | 1.702 | 12.440 | 80.185 | Visualize Results |
BASELINE-Mean [130] | 15.422 | 11.488 | 47.336 | 14.676 | 12.649 | 9.350 | 5.310 | 14.717 | 66.922 | Visualize Results |
WKSparse [131] | 15.765 | 11.414 | 51.045 | 13.469 | 11.864 | 10.609 | 2.756 | 15.781 | 81.907 | Visualize Results |
S2D-Matching [132] | 18.485 | 13.372 | 59.935 | 13.676 | 12.747 | 12.149 | 9.472 | 15.466 | 70.185 | Visualize Results |
BASELINE-zero [133] | 18.926 | 14.396 | 55.633 | 17.050 | 15.613 | 12.172 | 4.049 | 20.873 | 87.342 | Visualize Results |
C-2px [134] | 44.062 | 37.047 | 101.160 | 37.366 | 36.580 | 37.093 | 34.342 | 35.847 | 112.424 | Visualize Results |
EPE | Endpoint error over the complete frames |
EPE matched | Endpoint error over regions that remain visible in adjacent frames |
EPE unmatched | Endpoint error over regions that are visible only in one of two adjacent frames |
d0-10 | Endpoint error over regions closer than 10 pixels to the nearest occlusion boundary |
d10-60 | Endpoint error over regions between 10 and 60 pixels apart from the nearest occlusion boundary |
d60-140 | Endpoint error over regions between 60 and 140 pixels apart from the nearest occlusion boundary |
s0-10 | Endpoint error over regions with velocities lower than 10 pixels per frame |
s10-40 | Endpoint error over regions with velocities between 10 and 40 pixels per frame |
s40+ | Endpoint error over regions with velocities larger than 40 pixels per frame |