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 | A. Ranjan, and M. J. Black. "Optical Flow Estimation using a Spatial Pyramid Network." In IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2017.
Code: https://github.com/anuragranj/flowattack
| 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+ |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 29.963 | 29.661 | 77.450 | 28.783 | 78.766 | 26.442 | 56.601 | 25.832 | 92.738 | 24.803 | 24.201 | 88.714 |
| 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+ |
| 4.162 | 4.082 | 16.765 | 3.551 | 29.452 | 3.283 | 10.807 | 3.232 | 18.298 | 2.176 | 1.855 | 27.017 |
| 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+ |
| 12.866 | 12.653 | 46.364 | 11.806 | 56.722 | 10.983 | 27.109 | 8.720 | 75.876 | 8.667 | 9.198 | 57.920 |
| 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+ |
| 67.150 | 67.382 | 30.728 | 68.124 | 26.848 | 69.651 | 48.231 | 70.709 | 13.066 | 71.671 | 70.693 | 19.747 |
| EPE total |
Fl total |
1px total |
|---|---|---|
| 4.290 | 19.180 | 38.320 |
| Corruption | EPE | Fl | 1px |
|---|---|---|---|
| Brightness | 2.720 | 8.910 | 14.670 |
| Contrast | 8.230 | 27.230 | 38.900 |
| Saturate | 3.360 | 11.310 | 17.340 |
| Defocus Blur | 0.570 | 1.360 | 10.160 |
| Gaussian Blur | 0.760 | 2.120 | 15.440 |
| Glass Blur | 0.750 | 1.360 | 16.940 |
| Motion Blur | 2.320 | 10.050 | 19.550 |
| Zoom Blur | 4.820 | 28.370 | 46.670 |
| Gaussian Noise | 2.220 | 14.880 | 42.230 |
| Impulse Noise | 2.920 | 20.410 | 53.450 |
| Speckle Noise | 1.950 | 12.890 | 46.320 |
| Shot Noise | 1.860 | 11.980 | 40.440 |
| Pixelate | 1.220 | 2.900 | 50.630 |
| JPEG Compression | 2.950 | 18.080 | 53.970 |
| Elastic Transform | 1.080 | 4.770 | 34.620 |
| Fog | 5.200 | 19.970 | 28.150 |
| Frost | 6.970 | 30.130 | 45.130 |
| Rain | 18.200 | 56.380 | 68.870 |
| Snow | 12.080 | 66.650 | 74.270 |
| Spatter | 5.710 | 33.820 | 48.600 |
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