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 | D. Sun, X. Yang, M. Liu, and J. Kautz. "PWC-Net: CNNs for Optical Flow Using Pyramid, Warping, and Cost Volume." In IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2018.
Code: https://github.com/NVlabs/PWC-Net
| 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+ |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 82.265 | 82.268 | 81.747 | 82.069 | 90.400 | 82.817 | 78.090 | 81.575 | 92.761 | 81.402 | 82.189 | 89.693 |
| 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+ |
| 2.288 | 2.227 | 11.915 | 2.099 | 10.092 | 1.936 | 4.953 | 2.253 | 2.821 | 1.766 | 1.938 | 7.601 |
| 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+ |
| 4.889 | 4.695 | 35.482 | 4.213 | 32.851 | 3.692 | 13.948 | 4.172 | 15.795 | 3.065 | 4.773 | 20.463 |
| 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+ |
| 45.670 | 45.750 | 32.971 | 46.122 | 26.971 | 45.944 | 43.597 | 46.403 | 34.527 | 46.971 | 46.595 | 32.281 |
| EPE total |
Fl total |
1px total |
|---|---|---|
| 7.250 | 16.440 | 31.710 |
| Corruption | EPE | Fl | 1px |
|---|---|---|---|
| Brightness | 1.040 | 3.000 | 7.380 |
| Contrast | 2.980 | 7.420 | 30.070 |
| Saturate | 1.210 | 3.680 | 9.920 |
| Defocus Blur | 0.980 | 2.780 | 6.510 |
| Gaussian Blur | 1.110 | 3.090 | 7.720 |
| Glass Blur | 0.910 | 2.470 | 5.960 |
| Motion Blur | 1.950 | 7.470 | 16.250 |
| Zoom Blur | 3.520 | 15.640 | 50.330 |
| Gaussian Noise | 2.790 | 9.890 | 26.870 |
| Impulse Noise | 3.570 | 14.450 | 35.670 |
| Speckle Noise | 2.740 | 8.000 | 26.830 |
| Shot Noise | 2.590 | 7.880 | 23.750 |
| Pixelate | 0.920 | 2.220 | 8.670 |
| JPEG Compression | 2.880 | 15.910 | 49.150 |
| Elastic Transform | 1.420 | 5.470 | 28.180 |
| Fog | 16.840 | 12.890 | 20.960 |
| Frost | 8.270 | 27.440 | 50.310 |
| Rain | 40.180 | 57.050 | 73.510 |
| Snow | 39.730 | 81.910 | 90.800 |
| Spatter | 9.330 | 40.190 | 65.410 |
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