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
Nov. 1, 2022, 2 p.m. — Public
đŸ’¡ submitted by spring team | H. Xu, J. Zhang, J. Cai, H. Rezatofighi, and D. Tao. "GMFlow: Learning Optical Flow via Global Matching." In IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2022.
Code: https://github.com/haofeixu/gmflow
| 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+ |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 10.355 | 9.935 | 76.613 | 9.060 | 63.949 | 6.800 | 37.258 | 8.952 | 31.680 | 5.412 | 9.901 | 52.944 |
| 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+ |
| 0.945 | 0.872 | 12.358 | 0.785 | 7.577 | 0.559 | 3.863 | 0.941 | 1.000 | 0.439 | 0.728 | 5.764 |
| 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+ |
| 2.952 | 2.695 | 43.455 | 2.374 | 26.853 | 1.497 | 13.955 | 2.753 | 5.966 | 0.923 | 3.804 | 17.621 |
| 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+ |
| 82.337 | 82.657 | 32.030 | 83.256 | 44.305 | 84.908 | 62.883 | 82.983 | 72.515 | 86.200 | 81.393 | 52.570 |
| EPE total |
Fl total |
1px total |
|---|---|---|
| 2.980 | 14.680 | 40.890 |
| Corruption | EPE | Fl | 1px |
|---|---|---|---|
| Brightness | 0.330 | 1.120 | 3.310 |
| Contrast | 0.460 | 1.710 | 6.710 |
| Saturate | 0.340 | 0.960 | 3.300 |
| Defocus Blur | 0.530 | 1.450 | 6.170 |
| Gaussian Blur | 0.660 | 1.880 | 7.770 |
| Glass Blur | 0.850 | 1.820 | 20.870 |
| Motion Blur | 1.340 | 7.510 | 18.350 |
| Zoom Blur | 1.880 | 9.900 | 35.800 |
| Gaussian Noise | 4.700 | 21.670 | 57.950 |
| Impulse Noise | 6.640 | 28.700 | 66.140 |
| Speckle Noise | 3.900 | 20.640 | 62.010 |
| Shot Noise | 3.520 | 17.770 | 56.710 |
| Pixelate | 1.960 | 18.710 | 68.090 |
| JPEG Compression | 3.320 | 27.920 | 83.540 |
| Elastic Transform | 1.370 | 6.890 | 40.000 |
| Fog | 0.800 | 5.320 | 14.420 |
| Frost | 8.200 | 29.960 | 63.960 |
| Rain | 8.600 | 32.720 | 64.200 |
| Snow | 3.600 | 29.900 | 70.600 |
| Spatter | 6.580 | 27.090 | 67.900 |
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