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 | F. Zhang, V. Prisacariu, R. Yang, and P. HS Torr. "GA-Net: Guided Aggregation Net for End-to-end Stereo Matching." In IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2019.
Code: https://github.com/feihuzhang/GANet
| 1px total |
1px low-detail |
1px high-detail |
1px matched |
1px unmatched |
1px not sky |
1px sky |
1px s0-10 |
1px s10-40 |
1px s40+ |
|---|---|---|---|---|---|---|---|---|---|
| 23.225 | 22.912 | 42.064 | 20.976 | 67.878 | 18.418 | 96.274 | 24.286 | 16.427 | 41.499 |
| Abs total |
Abs low-detail |
Abs high-detail |
Abs matched |
Abs unmatched |
Abs not sky |
Abs sky |
Abs s0-10 |
Abs s10-40 |
Abs s40+ |
| 4.594 | 4.568 | 6.154 | 3.472 | 26.859 | 2.588 | 35.081 | 7.253 | 2.009 | 7.265 |
| D1 total |
D1 low-detail |
D1 high-detail |
D1 matched |
D1 unmatched |
D1 not sky |
D1 sky |
D1 s0-10 |
D1 s10-40 |
D1 s40+ |
| 10.393 | 10.313 | 15.229 | 8.483 | 48.317 | 7.769 | 50.272 | 12.022 | 6.854 | 17.867 |
| 1px total |
Abs total |
D1 total |
|---|---|---|
| 45.260 | 12.110 | 17.930 |
| Corruption | 1px | Abs | D1 |
|---|---|---|---|
| Brightness | 10.740 | 2.110 | 3.390 |
| Contrast | 23.140 | 3.940 | 6.740 |
| Saturate | 13.530 | 2.700 | 3.860 |
| Defocus Blur | 12.340 | 2.460 | 3.160 |
| Gaussian Blur | 13.760 | 2.690 | 3.450 |
| Glass Blur | 19.420 | 2.610 | 3.150 |
| Motion Blur | 13.120 | 2.310 | 3.610 |
| Zoom Blur | 59.890 | 7.290 | 11.210 |
| Gaussian Noise | 85.780 | 33.350 | 45.020 |
| Impulse Noise | 85.000 | 38.940 | 50.450 |
| Speckle Noise | 83.700 | 29.650 | 41.900 |
| Shot Noise | 81.490 | 28.200 | 39.890 |
| Pixelate | 59.610 | 3.700 | 4.070 |
| JPEG Compression | 59.520 | 6.760 | 10.100 |
| Elastic Transform | 76.470 | 4.850 | 5.050 |
| Fog | 20.550 | 9.680 | 9.750 |
| Frost | 47.400 | 11.200 | 24.310 |
| Rain | 59.220 | 26.500 | 42.340 |
| Snow | 45.880 | 17.240 | 33.300 |
| Spatter | 34.580 | 6.040 | 13.860 |
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