Spring: L. Mehl, J. Schmalfuss, A. Jahedi, Y. Nalivayko, A. Bruhn — University of Stuttgart
RobustSpring: V. Oei, J. Schmalfuss, L. Mehl, M. Bartsch, S. Agnihotri, M. Keuper, A. Bulling, A. Bruhn — University of Stuttgart, University of Mannheim, MPI for Informatics
May 1, 2022, 11:29 a.m. — Public
đŸ’¡ submitted by spring team | E. Ilg, N. Mayer, T. Saikia, M. Keuper, A. Dosovitskiy, and T. Brox. "FlowNet 2.0: Evolution of Optical Flow Estimation with Deep Networks." In IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2017.
Code: https://github.com/NVIDIA/flownet2-pytorch
| 1px total |
1px low-detail |
1px high-detail |
1px matched |
1px unmatched |
1px rigid |
1px non-rigid |
1px not sky |
1px sky |
1px s0-10 |
1px s10-40 |
1px s40+ |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 6.710 | 6.346 | 64.061 | 5.691 | 48.892 | 3.711 | 29.404 | 6.039 | 16.908 | 1.862 | 5.816 | 49.693 |
| EPE total |
EPE low-detail |
EPE high-detail |
EPE matched |
EPE unmatched |
EPE rigid |
EPE non-rigid |
EPE not sky |
EPE sky |
EPE s0-10 |
EPE s10-40 |
EPE s40+ |
| 1.040 | 0.982 | 10.284 | 0.788 | 11.500 | 0.718 | 3.482 | 0.841 | 4.074 | 0.232 | 0.573 | 9.068 |
| Fl total |
Fl low-detail |
Fl high-detail |
Fl matched |
Fl unmatched |
Fl rigid |
Fl non-rigid |
Fl not sky |
Fl sky |
Fl s0-10 |
Fl s10-40 |
Fl s40+ |
| 2.823 | 2.647 | 30.521 | 2.251 | 26.489 | 1.874 | 10.008 | 2.269 | 11.251 | 0.590 | 3.227 | 20.413 |
| WAUC total |
WAUC low-detail |
WAUC high-detail |
WAUC matched |
WAUC unmatched |
WAUC rigid |
WAUC non-rigid |
WAUC not sky |
WAUC sky |
WAUC s0-10 |
WAUC s10-40 |
WAUC s40+ |
| 90.907 | 91.207 | 43.610 | 91.823 | 52.972 | 93.564 | 70.798 | 91.616 | 80.132 | 95.609 | 90.290 | 53.237 |
| EPE total |
Fl total |
1px total |
|---|---|---|
| 7.010 | 11.090 | 18.840 |
| Corruption | EPE | Fl | 1px |
|---|---|---|---|
| Brightness | 0.450 | 1.050 | 3.160 |
| Contrast | 1.870 | 4.740 | 9.260 |
| Saturate | 0.510 | 1.100 | 3.400 |
| Defocus Blur | 0.530 | 1.060 | 3.350 |
| Gaussian Blur | 0.600 | 1.270 | 4.050 |
| Glass Blur | 0.500 | 0.960 | 3.120 |
| Motion Blur | 1.600 | 6.470 | 14.070 |
| Zoom Blur | 2.360 | 9.040 | 24.630 |
| Gaussian Noise | 1.330 | 5.060 | 11.240 |
| Impulse Noise | 2.370 | 7.480 | 15.700 |
| Speckle Noise | 1.320 | 4.190 | 12.570 |
| Shot Noise | 1.160 | 3.920 | 9.870 |
| Pixelate | 0.770 | 0.880 | 7.740 |
| JPEG Compression | 2.560 | 11.850 | 31.000 |
| Elastic Transform | 0.790 | 2.120 | 16.270 |
| Fog | 1.740 | 7.820 | 11.770 |
| Frost | 7.220 | 21.150 | 33.690 |
| Rain | 63.710 | 41.150 | 48.250 |
| Snow | 39.790 | 61.600 | 68.670 |
| Spatter | 9.130 | 28.990 | 45.030 |
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