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 | X. Cheng, Y. Zhong, M. Harandi, Y. Dai, X. Chang, H. Li, T. Drummond, and Z. Ge. "Hierarchical Neural Architecture Search for Deep Stereo Matching." In NeurIPS, 2020.
Code: https://github.com/XuelianCheng/LEAStereo
| 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+ |
|---|---|---|---|---|---|---|---|---|---|
| 19.888 | 19.547 | 40.396 | 17.611 | 65.086 | 16.735 | 67.805 | 19.076 | 13.861 | 39.412 |
| 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+ |
| 3.884 | 3.850 | 5.934 | 2.795 | 25.485 | 2.443 | 25.771 | 5.440 | 1.759 | 7.272 |
| 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+ |
| 9.194 | 9.116 | 13.884 | 7.321 | 46.378 | 7.417 | 36.191 | 9.609 | 6.293 | 17.062 |
| 1px total |
Abs total |
D1 total |
|---|---|---|
| 40.950 | 21.900 | 20.770 |
| Corruption | 1px | Abs | D1 |
|---|---|---|---|
| Brightness | 6.380 | 1.270 | 1.780 |
| Contrast | 19.000 | 3.330 | 6.450 |
| Saturate | 6.430 | 1.240 | 1.710 |
| Defocus Blur | 8.550 | 2.020 | 2.490 |
| Gaussian Blur | 9.640 | 2.160 | 2.650 |
| Glass Blur | 11.560 | 2.170 | 2.550 |
| Motion Blur | 10.590 | 1.820 | 2.740 |
| Zoom Blur | 63.520 | 6.380 | 9.740 |
| Gaussian Noise | 80.740 | 80.890 | 62.280 |
| Impulse Noise | 85.390 | 85.240 | 65.420 |
| Speckle Noise | 84.060 | 84.540 | 65.370 |
| Shot Noise | 79.410 | 76.530 | 59.940 |
| Pixelate | 35.190 | 3.850 | 4.110 |
| JPEG Compression | 55.180 | 9.200 | 10.840 |
| Elastic Transform | 71.960 | 8.020 | 10.920 |
| Fog | 17.950 | 14.250 | 10.880 |
| Frost | 38.430 | 7.280 | 18.510 |
| Rain | 56.550 | 22.140 | 34.580 |
| Snow | 47.030 | 20.510 | 32.230 |
| Spatter | 31.430 | 5.130 | 10.190 |
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