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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

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RoCo-14-Test

Sept. 8, 2026, 2:19 a.m.  —  Public

 

 

Optical Flow

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+
3.226 2.873 58.802 2.642 27.378 1.363 17.317 3.324 1.725 1.112 4.236 18.181
 
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+
0.299 0.275 3.992 0.236 2.896 0.147 1.442 0.306 0.189 0.113 0.324 1.780
 
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+
1.195 1.062 22.212 0.932 12.070 0.724 4.762 1.258 0.244 0.365 2.474 4.679
 
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+
94.931 95.224 48.701 95.476 72.383 96.867 80.284 94.925 95.020 97.439 93.140 78.792

Robustness Evaluation (Overall)

EPE
total
Fl
total
1px
total
1.597 5.356 11.825

Robustness per Corruption

Robustness Evaluation (Per-Corruption)

Corruption EPE Fl 1px
Brightness 0.128 0.266 1.179
Contrast 0.269 0.795 2.579
Defocus Blur 0.131 0.272 1.046
Elastic Transform 0.379 0.745 5.146
Fog 0.459 2.161 6.617
Frost 6.747 22.490 38.210
Gaussian Blur 0.149 0.327 1.274
Gaussian Noise 0.487 1.651 5.628
Glass Blur 0.149 0.288 1.127
Impulse Noise 0.732 2.340 7.949
JPEG Compression 0.951 2.560 18.097
Motion Blur 1.069 5.928 13.680
Pixelate 0.211 0.367 1.482
Rain 10.487 17.478 29.364
Saturate 0.135 0.279 1.091
Shot Noise 0.422 1.400 4.978
Snow 3.470 24.446 34.482
Spatter 3.475 13.647 34.067
Speckle Noise 0.451 1.438 5.397
Zoom Blur 1.648 8.239 23.106
reference frame
Reference Frame
color visualization of optical flow
Flow visualization
grayscale visualization of optical flow error
Flow error
reference frame
Reference Frame
color visualization of optical flow
Flow visualization
grayscale visualization of optical flow error
Flow error
reference frame
Reference Frame
color visualization of optical flow
Flow visualization
grayscale visualization of optical flow error
Flow error
reference frame
Reference Frame
color visualization of optical flow
Flow visualization
grayscale visualization of optical flow error
Flow error
reference frame
Reference Frame
color visualization of optical flow
Flow visualization
grayscale visualization of optical flow error
Flow error
reference frame
Reference Frame
color visualization of optical flow
Flow visualization
grayscale visualization of optical flow error
Flow error
reference frame
Reference Frame
color visualization of optical flow
Flow visualization
grayscale visualization of optical flow error
Flow error
reference frame
Reference Frame
color visualization of optical flow
Flow visualization
grayscale visualization of optical flow error
Flow error
reference frame
Reference Frame
color visualization of optical flow
Flow visualization
grayscale visualization of optical flow error
Flow error
reference frame
Reference Frame
color visualization of optical flow
Flow visualization
grayscale visualization of optical flow error
Flow error
Error visualization color code
blue to white to red error visualization color code