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. Teed, and J. Deng. "RAFT: Recurrent All-Pairs Field Transforms for Optical Flow." In European Conference on Computer Vision (ECCV), 2020.
Code: https://github.com/princeton-vl/RAFT
| 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+ |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 6.790 | 6.426 | 64.087 | 5.999 | 39.481 | 4.107 | 27.088 | 5.250 | 30.183 | 3.134 | 5.301 | 41.403 |
| 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+ |
| 1.476 | 1.406 | 12.523 | 1.306 | 8.511 | 1.168 | 3.813 | 0.714 | 13.069 | 0.469 | 0.620 | 12.222 |
| 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+ |
| 3.198 | 3.019 | 31.379 | 2.773 | 20.776 | 2.335 | 9.731 | 2.094 | 19.979 | 1.355 | 3.148 | 18.751 |
| 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+ |
| 90.920 | 91.222 | 43.347 | 91.631 | 61.506 | 93.362 | 72.445 | 92.281 | 70.236 | 94.305 | 91.820 | 60.169 |
| EPE total |
Fl total |
1px total |
|---|---|---|
| 5.640 | 11.470 | 20.180 |
| Corruption | EPE | Fl | 1px |
|---|---|---|---|
| Brightness | 0.920 | 1.610 | 3.490 |
| Contrast | 1.320 | 2.640 | 5.730 |
| Saturate | 0.930 | 1.470 | 3.330 |
| Defocus Blur | 1.030 | 2.070 | 4.700 |
| Gaussian Blur | 1.100 | 2.260 | 5.120 |
| Glass Blur | 1.050 | 1.970 | 5.130 |
| Motion Blur | 2.060 | 6.350 | 14.330 |
| Zoom Blur | 3.140 | 7.610 | 22.800 |
| Gaussian Noise | 7.430 | 18.990 | 27.920 |
| Impulse Noise | 6.510 | 18.320 | 29.650 |
| Speckle Noise | 6.620 | 16.480 | 26.050 |
| Shot Noise | 6.740 | 17.080 | 25.640 |
| Pixelate | 1.650 | 2.000 | 21.470 |
| JPEG Compression | 3.190 | 13.670 | 37.720 |
| Elastic Transform | 1.330 | 4.780 | 19.430 |
| Fog | 1.970 | 7.110 | 12.010 |
| Frost | 8.370 | 21.760 | 32.750 |
| Rain | 42.410 | 31.990 | 38.890 |
| Snow | 7.160 | 31.370 | 37.040 |
| Spatter | 7.980 | 19.870 | 30.370 |
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