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 |
FTFlow [2] | 5.390 | 2.268 | 30.841 | 4.513 | 1.964 | 1.366 | 1.046 | 3.322 | 31.936 | Visualize Results |
SegFlow [3] | 5.665 | 2.558 | 30.981 | 4.594 | 2.118 | 1.653 | 1.052 | 3.331 | 34.174 | Visualize Results |
AutoScaler+ [4] | 6.076 | 2.569 | 34.656 | 4.610 | 2.195 | 1.863 | 1.298 | 3.737 | 35.431 | Visualize Results |
MFF [5] | 5.077 | 2.518 | 25.932 | 4.626 | 2.188 | 1.559 | 0.781 | 3.109 | 31.131 | Visualize Results |
PWC-Net [6] | 5.042 | 2.445 | 26.221 | 4.636 | 2.087 | 1.475 | 0.799 | 2.986 | 31.070 | Visualize Results |
DCFlow [7] | 5.119 | 2.283 | 28.228 | 4.665 | 2.108 | 1.440 | 1.052 | 3.434 | 29.351 | Visualize Results |
FlowFields+ [8] | 5.707 | 2.684 | 30.356 | 4.691 | 2.117 | 1.793 | 1.131 | 3.330 | 34.167 | Visualize Results |
ProbFlowFields [9] | 5.696 | 2.545 | 31.371 | 4.696 | 2.150 | 1.686 | 1.146 | 3.658 | 33.188 | Visualize Results |
CPM_AUG [10] | 5.645 | 2.737 | 29.362 | 4.707 | 2.150 | 1.918 | 1.087 | 3.306 | 33.925 | Visualize Results |
FlowFieldsCNN [11] | 5.363 | 2.303 | 30.313 | 4.718 | 2.020 | 1.399 | 1.032 | 3.065 | 32.422 | Visualize Results |
InterpoNet_ff [12] | 5.535 | 2.372 | 31.296 | 4.720 | 2.018 | 1.532 | 1.064 | 3.496 | 32.633 | Visualize Results |
SPM-BPv2 [13] | 5.812 | 2.754 | 30.743 | 4.736 | 2.255 | 1.933 | 1.048 | 3.468 | 35.118 | Visualize Results |
PSCVF [14] | 5.049 | 2.094 | 29.134 | 4.738 | 1.812 | 1.221 | 0.922 | 3.226 | 29.926 | Visualize Results |
S2F-IF [15] | 5.417 | 2.549 | 28.795 | 4.745 | 2.198 | 1.712 | 1.157 | 3.468 | 31.262 | Visualize Results |
ProgFlow-dcf [16] | 4.808 | 2.192 | 26.132 | 4.799 | 1.988 | 1.269 | 1.087 | 3.224 | 27.096 | Visualize Results |
FlowNet2-ft-sintel [17] | 5.739 | 2.752 | 30.108 | 4.818 | 2.557 | 1.735 | 0.959 | 3.228 | 35.538 | Visualize Results |
FlowFields [18] | 5.810 | 2.621 | 31.799 | 4.851 | 2.232 | 1.682 | 1.157 | 3.739 | 33.890 | Visualize Results |
ProgFlow-ff [19] | 5.475 | 2.541 | 29.392 | 4.862 | 2.337 | 1.595 | 1.133 | 3.363 | 32.123 | Visualize Results |
SBFlow [20] | 6.114 | 2.854 | 32.675 | 4.871 | 2.440 | 2.006 | 1.076 | 3.555 | 37.287 | Visualize Results |
NNF-Local [21] | 7.249 | 2.973 | 42.088 | 4.896 | 2.817 | 2.218 | 1.159 | 4.183 | 44.866 | Visualize Results |
FullFlow [22] | 5.895 | 2.838 | 30.793 | 4.905 | 2.506 | 1.913 | 1.136 | 3.373 | 35.592 | Visualize Results |
FlowFields++ [23] | 5.486 | 2.614 | 28.900 | 4.927 | 2.273 | 1.706 | 1.156 | 3.326 | 32.200 | Visualize Results |
SuMo [24] | 5.466 | 2.683 | 28.147 | 4.963 | 2.186 | 1.782 | 1.031 | 3.182 | 32.991 | Visualize Results |
InterpoNet_cpm [25] | 5.627 | 2.594 | 30.344 | 4.975 | 2.213 | 1.640 | 1.042 | 3.575 | 33.321 | Visualize Results |
PGM-C [26] | 5.591 | 2.672 | 29.389 | 4.975 | 2.340 | 1.791 | 1.057 | 3.421 | 33.339 | Visualize Results |
ProFlow [27] | 5.017 | 2.596 | 24.736 | 5.016 | 2.146 | 1.601 | 0.910 | 2.809 | 30.715 | Visualize Results |
CPM-Flow [28] | 5.960 | 2.990 | 30.177 | 5.038 | 2.419 | 2.143 | 1.155 | 3.755 | 35.136 | Visualize Results |
F3-MPLF [29] | 6.274 | 3.093 | 32.210 | 5.045 | 2.859 | 2.082 | 1.083 | 3.227 | 39.409 | Visualize Results |
CPM2 [30] | 6.180 | 3.012 | 32.008 | 5.059 | 2.399 | 2.126 | 1.212 | 3.625 | 37.014 | Visualize Results |
InterpoNet_dm [31] | 5.711 | 2.650 | 30.642 | 5.078 | 2.308 | 1.762 | 0.997 | 3.702 | 33.929 | Visualize Results |
DiscreteFlow [32] | 6.077 | 2.937 | 31.685 | 5.106 | 2.459 | 1.945 | 1.074 | 3.832 | 36.339 | Visualize Results |
MR-Flow [33] | 5.376 | 2.818 | 26.235 | 5.109 | 2.395 | 1.755 | 0.908 | 3.443 | 32.221 | Visualize Results |
FlowNet2 [34] | 6.016 | 2.977 | 30.807 | 5.139 | 2.786 | 2.102 | 1.243 | 4.027 | 34.505 | Visualize Results |
RicFlow [35] | 5.620 | 2.765 | 28.907 | 5.146 | 2.366 | 1.679 | 1.088 | 3.364 | 33.573 | Visualize Results |
DiscreteFlow+OIR [36] | 5.862 | 2.864 | 30.303 | 5.153 | 2.427 | 1.825 | 1.118 | 3.698 | 34.633 | Visualize Results |
InterpoNet_df [37] | 6.044 | 2.788 | 32.581 | 5.154 | 2.404 | 1.779 | 0.985 | 3.377 | 37.596 | Visualize Results |
Deep+R [38] | 6.769 | 2.996 | 37.494 | 5.182 | 2.770 | 2.064 | 1.157 | 3.837 | 41.687 | Visualize Results |
EpicFlow [39] | 6.285 | 3.060 | 32.564 | 5.205 | 2.611 | 2.216 | 1.135 | 3.727 | 38.021 | Visualize Results |
DeepFlow2 [40] | 6.928 | 3.093 | 38.166 | 5.207 | 2.819 | 2.144 | 1.182 | 3.859 | 42.854 | Visualize Results |
PPM [41] | 7.177 | 3.392 | 38.025 | 5.212 | 2.771 | 2.642 | 1.155 | 3.790 | 45.233 | Visualize Results |
PatchBatch+Inter [42] | 6.222 | 3.167 | 31.122 | 5.246 | 2.862 | 2.152 | 0.905 | 3.200 | 39.912 | Visualize Results |
DIP-Flow [43] | 6.014 | 2.922 | 31.224 | 5.268 | 2.521 | 1.848 | 1.092 | 3.788 | 35.821 | Visualize Results |
GlobalPatchCollider [44] | 6.040 | 2.938 | 31.309 | 5.310 | 2.624 | 1.824 | 1.102 | 3.589 | 36.455 | Visualize Results |
FALDOI [45] | 7.337 | 3.580 | 37.904 | 5.332 | 3.434 | 2.885 | 1.487 | 4.355 | 43.526 | Visualize Results |
DeepDiscreteFlow [46] | 5.728 | 2.623 | 31.042 | 5.347 | 2.478 | 1.590 | 0.959 | 3.072 | 35.819 | Visualize Results |
EPMNet [47] | 6.134 | 3.141 | 30.540 | 5.431 | 2.987 | 2.152 | 1.306 | 4.188 | 34.780 | Visualize Results |
FGI [48] | 6.607 | 3.101 | 35.158 | 5.432 | 2.970 | 2.131 | 1.152 | 3.986 | 39.985 | Visualize Results |
MirrorFlow [49] | 6.071 | 3.186 | 29.567 | 5.433 | 2.801 | 1.943 | 0.930 | 3.183 | 38.544 | Visualize Results |
IHBPFlow [50] | 6.100 | 2.891 | 32.242 | 5.501 | 2.660 | 1.772 | 1.081 | 3.464 | 37.368 | Visualize Results |
Devon [51] | 6.666 | 3.747 | 30.457 | 5.529 | 3.295 | 3.003 | 1.382 | 4.446 | 38.208 | Visualize Results |
ZZZ [52] | 8.103 | 3.604 | 44.772 | 5.529 | 3.212 | 2.925 | 1.641 | 4.832 | 48.068 | Visualize Results |
SPM-BP [53] | 7.325 | 3.493 | 38.561 | 5.534 | 3.052 | 2.691 | 1.279 | 4.385 | 44.434 | Visualize Results |
AggregFlow [54] | 7.329 | 3.696 | 36.929 | 5.538 | 3.435 | 2.918 | 1.241 | 4.296 | 44.858 | Visualize Results |
TF+OFM [55] | 6.727 | 3.388 | 33.929 | 5.544 | 3.238 | 2.551 | 1.512 | 3.765 | 39.761 | Visualize Results |
PH-Flow [56] | 7.423 | 3.795 | 36.960 | 5.550 | 3.675 | 2.716 | 1.119 | 4.827 | 44.926 | Visualize Results |
SparseFlowFused [57] | 7.189 | 3.286 | 38.977 | 5.567 | 3.098 | 2.159 | 1.275 | 3.963 | 44.319 | Visualize Results |
PMF [58] | 7.630 | 3.607 | 40.435 | 5.584 | 3.171 | 2.770 | 1.266 | 4.414 | 46.985 | Visualize Results |
DMF_ROB [59] | 7.475 | 3.575 | 39.245 | 5.650 | 3.419 | 2.441 | 1.165 | 4.044 | 47.063 | Visualize Results |
DeepFlow [60] | 7.212 | 3.336 | 38.781 | 5.650 | 3.144 | 2.208 | 1.284 | 4.107 | 44.118 | Visualize Results |
M-1px [61] | 8.229 | 3.680 | 45.306 | 5.654 | 3.267 | 2.997 | 1.718 | 5.023 | 48.284 | Visualize Results |
LocalLayering [62] | 8.043 | 4.014 | 40.879 | 5.680 | 3.841 | 3.122 | 1.186 | 4.990 | 49.426 | Visualize Results |
CNet [63] | 8.331 | 4.455 | 39.943 | 5.690 | 3.877 | 3.916 | 1.589 | 3.779 | 52.823 | Visualize Results |
MDP-Flow2 [64] | 8.445 | 4.150 | 43.430 | 5.703 | 3.925 | 3.406 | 1.420 | 5.449 | 50.507 | Visualize Results |
PatchWMF-OF [65] | 7.971 | 3.766 | 42.218 | 5.712 | 3.568 | 2.797 | 1.279 | 4.970 | 48.396 | Visualize Results |
BOOM+PF.XY [66] | 7.600 | 3.731 | 39.137 | 5.766 | 3.599 | 2.798 | 1.488 | 4.709 | 44.902 | Visualize Results |
BOOM+PF.XYT [67] | 7.683 | 3.828 | 39.117 | 5.797 | 3.694 | 2.902 | 1.585 | 4.794 | 44.921 | Visualize Results |
GeoFlow [68] | 8.459 | 3.908 | 45.553 | 5.805 | 3.550 | 2.899 | 1.398 | 4.667 | 52.653 | Visualize Results |
WLIF-Flow [69] | 8.049 | 3.837 | 42.348 | 5.851 | 3.657 | 2.811 | 1.290 | 5.033 | 48.843 | Visualize Results |
S2D-Matching [70] | 6.817 | 3.737 | 31.920 | 5.954 | 3.380 | 2.544 | 1.157 | 3.831 | 42.097 | Visualize Results |
SVFilterOh [71] | 7.737 | 3.920 | 38.851 | 5.954 | 3.499 | 3.160 | 1.403 | 4.731 | 46.420 | Visualize Results |
ICALD [72] | 7.554 | 3.784 | 38.270 | 6.065 | 3.812 | 2.626 | 1.336 | 4.939 | 44.705 | Visualize Results |
PatchBatch-CENT+SD [73] | 6.783 | 3.507 | 33.498 | 6.080 | 3.408 | 2.103 | 0.725 | 3.064 | 45.858 | Visualize Results |
SparseFlow [74] | 7.851 | 3.855 | 40.401 | 6.117 | 3.838 | 2.557 | 1.071 | 3.771 | 51.353 | Visualize Results |
ComponentFusion [75] | 8.231 | 4.274 | 40.460 | 6.221 | 4.252 | 3.193 | 1.702 | 5.701 | 46.696 | Visualize Results |
ContFusion [76] | 7.857 | 4.010 | 39.194 | 6.265 | 4.022 | 2.797 | 1.333 | 4.981 | 47.158 | Visualize Results |
AnyFlow [77] | 7.933 | 3.994 | 40.027 | 6.284 | 3.997 | 2.756 | 2.279 | 5.391 | 42.122 | Visualize Results |
MLDP-OF [78] | 8.287 | 4.165 | 41.905 | 6.345 | 4.127 | 2.996 | 1.312 | 5.122 | 50.540 | Visualize Results |
FlowNetS+ft+v [79] | 7.218 | 3.752 | 35.445 | 6.439 | 3.635 | 2.292 | 1.358 | 4.609 | 42.571 | Visualize Results |
FlowNetC+ft+v [80] | 7.883 | 4.132 | 38.426 | 6.466 | 3.952 | 2.860 | 1.369 | 5.049 | 47.005 | Visualize Results |
Classic+NLP [81] | 8.291 | 4.287 | 40.925 | 6.520 | 4.265 | 2.984 | 1.208 | 5.090 | 51.162 | Visualize Results |
FC-2Layers-FF [82] | 8.137 | 4.261 | 39.723 | 6.537 | 4.257 | 2.946 | 1.034 | 4.835 | 51.349 | Visualize Results |
EPPM [83] | 8.377 | 4.286 | 41.695 | 6.556 | 4.024 | 3.323 | 1.834 | 4.955 | 49.083 | Visualize Results |
SPyNet+ft [84] | 8.360 | 4.512 | 39.687 | 6.694 | 4.368 | 3.290 | 1.395 | 5.534 | 49.707 | Visualize Results |
HAST [85] | 9.185 | 5.116 | 42.360 | 6.698 | 4.956 | 4.345 | 1.614 | 5.856 | 54.781 | Visualize Results |
Grts-Flow-V2 [86] | 8.764 | 4.718 | 41.737 | 6.748 | 4.276 | 3.902 | 2.105 | 6.536 | 47.153 | Visualize Results |
Channel-Flow [87] | 8.835 | 4.754 | 42.064 | 6.757 | 4.566 | 3.657 | 1.292 | 5.349 | 54.648 | Visualize Results |
COF [88] | 8.204 | 4.448 | 38.805 | 6.788 | 4.500 | 3.324 | 1.561 | 5.560 | 47.534 | Visualize Results |
DF [89] | 9.188 | 4.758 | 45.309 | 6.821 | 4.594 | 3.675 | 1.708 | 6.093 | 53.782 | Visualize Results |
DF-Beta [90] | 9.196 | 4.765 | 45.327 | 6.829 | 4.603 | 3.677 | 1.706 | 6.085 | 53.877 | Visualize Results |
H-1px [91] | 10.148 | 4.454 | 56.545 | 6.832 | 4.306 | 3.637 | 2.173 | 6.606 | 58.262 | Visualize Results |
LDOF [92] | 9.116 | 5.037 | 42.344 | 6.849 | 4.928 | 4.003 | 1.485 | 4.839 | 57.296 | Visualize Results |
IPOL_Brox [93] | 9.198 | 4.869 | 44.479 | 6.856 | 4.682 | 3.789 | 1.679 | 6.106 | 53.956 | Visualize Results |
AGIF+OF [94] | 8.514 | 4.355 | 42.390 | 6.873 | 4.284 | 2.869 | 1.190 | 5.010 | 53.305 | Visualize Results |
SPyNet [95] | 8.431 | 4.549 | 40.042 | 6.921 | 4.511 | 3.179 | 1.442 | 5.545 | 50.042 | Visualize Results |
JOF [96] | 8.818 | 4.599 | 43.175 | 7.049 | 4.617 | 3.131 | 1.170 | 4.196 | 57.923 | Visualize Results |
NLTGV-SC [97] | 8.746 | 4.635 | 42.242 | 7.084 | 4.749 | 3.391 | 1.587 | 4.780 | 53.860 | Visualize Results |
RLOF_DENSE [98] | 8.286 | 4.499 | 39.169 | 7.137 | 4.496 | 2.952 | 1.097 | 4.125 | 54.018 | Visualize Results |
OAR-Flow [99] | 8.179 | 4.578 | 37.525 | 7.146 | 4.611 | 3.131 | 1.316 | 5.593 | 48.445 | Visualize Results |
UFO [100] | 8.814 | 5.031 | 39.647 | 7.153 | 4.880 | 3.904 | 1.752 | 5.961 | 50.725 | Visualize Results |
RC-LSTM-1dir [101] | 7.939 | 4.486 | 36.069 | 7.183 | 4.551 | 2.991 | 1.881 | 5.869 | 42.936 | Visualize Results |
Classic+NL [102] | 9.153 | 4.814 | 44.509 | 7.215 | 4.822 | 3.427 | 1.113 | 4.496 | 60.291 | Visualize Results |
RC-LSTM-4dir [103] | 7.905 | 4.466 | 35.921 | 7.223 | 4.557 | 2.950 | 1.849 | 5.854 | 42.848 | Visualize Results |
CPNFlow [104] | 8.589 | 4.575 | 41.327 | 7.234 | 4.542 | 2.986 | 1.856 | 5.484 | 49.511 | Visualize Results |
PosetOptimization [105] | 11.961 | 6.281 | 58.181 | 7.275 | 5.620 | 6.151 | 3.271 | 8.917 | 62.365 | Visualize Results |
IIOF-NLDP [106] | 8.715 | 4.705 | 41.403 | 7.280 | 4.778 | 3.265 | 1.263 | 4.538 | 55.795 | Visualize Results |
PCA-Layers [107] | 7.886 | 4.256 | 37.480 | 7.284 | 4.250 | 2.739 | 1.672 | 4.276 | 47.449 | Visualize Results |
SFL [108] | 7.870 | 4.476 | 35.499 | 7.289 | 4.547 | 2.890 | 1.505 | 4.818 | 46.753 | Visualize Results |
Data-Flow [109] | 8.868 | 4.601 | 43.675 | 7.294 | 4.698 | 3.021 | 1.794 | 5.294 | 52.635 | Visualize Results |
DF-Auto [110] | 9.723 | 5.200 | 46.594 | 7.483 | 5.027 | 3.988 | 1.705 | 6.311 | 57.743 | Visualize Results |
WCTflow [111] | 9.457 | 4.943 | 46.217 | 7.494 | 5.043 | 3.556 | 1.646 | 4.347 | 60.566 | Visualize Results |
HCOF+multi [112] | 8.799 | 4.980 | 39.941 | 7.547 | 4.752 | 3.732 | 1.682 | 5.786 | 51.363 | Visualize Results |
ROF-NND [113] | 9.286 | 5.130 | 43.129 | 7.561 | 5.350 | 3.796 | 1.221 | 4.700 | 60.367 | Visualize Results |
PCA-Flow [114] | 8.652 | 4.725 | 40.671 | 7.602 | 4.818 | 3.196 | 1.961 | 4.524 | 51.844 | Visualize Results |
2bit-BM-tele [115] | 10.978 | 5.793 | 53.220 | 7.710 | 5.603 | 4.814 | 2.338 | 6.959 | 63.521 | Visualize Results |
FlowNetProbOut [116] | 8.302 | 4.610 | 38.405 | 7.876 | 4.788 | 2.907 | 1.726 | 6.067 | 46.290 | Visualize Results |
TVL1_ROB [117] | 9.861 | 5.435 | 45.916 | 7.906 | 5.545 | 4.105 | 1.759 | 6.727 | 57.603 | Visualize Results |
Horn+Schunck [118] | 9.610 | 5.419 | 43.734 | 7.950 | 5.658 | 3.976 | 1.882 | 5.335 | 58.274 | Visualize Results |
FlowNetADF [119] | 8.532 | 4.768 | 39.222 | 8.002 | 4.979 | 3.060 | 1.846 | 6.304 | 47.067 | Visualize Results |
Classic+NL-fast [120] | 10.088 | 5.659 | 46.145 | 8.010 | 5.738 | 4.160 | 1.092 | 4.666 | 67.801 | Visualize Results |
Classic++ [121] | 9.959 | 5.410 | 47.000 | 8.072 | 5.554 | 3.750 | 1.403 | 5.098 | 64.135 | Visualize Results |
TV-L1 [122] | 10.462 | 5.848 | 48.013 | 8.193 | 5.860 | 4.431 | 1.551 | 6.012 | 65.384 | Visualize Results |
OF_OCC_LD [123] | 10.024 | 5.815 | 44.272 | 8.370 | 6.009 | 4.170 | 1.064 | 4.017 | 68.986 | Visualize Results |
UnFlow [124] | 10.219 | 6.061 | 44.110 | 8.407 | 5.828 | 4.665 | 1.742 | 6.689 | 60.765 | Visualize Results |
DIS-Fast [125] | 10.127 | 5.905 | 44.541 | 8.503 | 6.142 | 4.162 | 2.174 | 5.925 | 59.698 | Visualize Results |
Steered-L1 [126] | 12.277 | 7.489 | 51.200 | 9.143 | 7.683 | 6.369 | 1.254 | 8.198 | 76.703 | Visualize Results |
AnisoHuber.L1 [127] | 11.927 | 7.323 | 49.366 | 9.464 | 7.692 | 5.929 | 1.155 | 7.966 | 74.796 | Visualize Results |
H+S_ROB [128] | 12.451 | 8.230 | 46.801 | 9.968 | 8.497 | 7.220 | 2.909 | 8.739 | 68.643 | Visualize Results |
SimpleFlow [129] | 13.364 | 8.620 | 51.949 | 10.872 | 8.884 | 7.171 | 1.475 | 9.582 | 81.350 | Visualize Results |
AtrousFlow [130] | 14.173 | 9.573 | 51.548 | 11.511 | 10.027 | 8.092 | 2.011 | 12.052 | 79.484 | Visualize Results |
WKSparse [131] | 16.036 | 11.653 | 51.588 | 13.401 | 12.398 | 10.150 | 2.471 | 16.450 | 86.918 | Visualize Results |
BASELINE-Mean [132] | 15.422 | 11.488 | 47.336 | 14.676 | 12.649 | 9.350 | 5.310 | 14.717 | 66.922 | 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 |