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 | Z. Huang, X. Shi, C. Zhang, Q. Wang, K. C. Cheung, H. Qin, J. Dai, and H. Li. "FlowFormer: A Transformer Architecture for Optical Flow." In European Conference on Computer Vision (ECCV), 2022.
Code: https://github.com/drinkingcoder/FlowFormer-Official
| 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+ |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 6.510 | 6.144 | 64.219 | 5.766 | 37.294 | 3.527 | 29.084 | 5.500 | 21.858 | 3.381 | 5.530 | 35.344 |
| 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+ |
| 0.723 | 0.648 | 12.524 | 0.565 | 7.258 | 0.299 | 3.934 | 0.694 | 1.164 | 0.217 | 0.429 | 5.753 |
| 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+ |
| 2.384 | 2.198 | 31.650 | 1.985 | 18.903 | 1.318 | 10.449 | 2.144 | 6.027 | 0.922 | 3.146 | 12.556 |
| 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+ |
| 91.679 | 91.987 | 43.233 | 92.358 | 63.606 | 94.349 | 71.477 | 92.498 | 79.235 | 94.779 | 91.913 | 65.110 |
| EPE total |
Fl total |
1px total |
|---|---|---|
| 3.770 | 11.210 | 21.530 |
| Corruption | EPE | Fl | 1px |
|---|---|---|---|
| Brightness | 0.680 | 1.050 | 2.820 |
| Contrast | 0.930 | 1.960 | 5.480 |
| Saturate | 0.420 | 0.880 | 2.390 |
| Defocus Blur | 0.550 | 1.190 | 3.850 |
| Gaussian Blur | 0.630 | 1.370 | 4.320 |
| Glass Blur | 0.640 | 1.170 | 4.040 |
| Motion Blur | 1.350 | 5.770 | 14.030 |
| Zoom Blur | 1.660 | 6.770 | 22.720 |
| Gaussian Noise | 6.560 | 18.300 | 27.830 |
| Impulse Noise | 7.330 | 14.470 | 23.580 |
| Speckle Noise | 5.470 | 15.600 | 25.520 |
| Shot Noise | 5.750 | 16.010 | 26.020 |
| Pixelate | 1.480 | 2.590 | 31.680 |
| JPEG Compression | 2.890 | 14.960 | 42.620 |
| Elastic Transform | 2.620 | 11.010 | 35.780 |
| Fog | 0.860 | 5.670 | 9.660 |
| Frost | 8.180 | 23.870 | 34.190 |
| Rain | 11.130 | 20.830 | 33.500 |
| Snow | 7.920 | 33.820 | 40.200 |
| Spatter | 8.410 | 26.920 | 40.380 |
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