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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-19-WAFT+

Sept. 7, 2026, 8:10 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+
3.743 3.385 60.188 3.138 28.780 1.631 19.725 3.811 2.723 1.315 4.604 21.733
 
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+
0.364 0.338 4.469 0.289 3.477 0.191 1.670 0.370 0.268 0.151 0.378 2.106
 
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+
1.349 1.210 23.175 1.046 13.884 0.802 5.487 1.414 0.359 0.412 2.653 5.656
 
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+
93.776 94.069 47.700 94.346 70.190 95.839 78.173 93.794 93.513 96.340 92.147 76.738

Robustness Evaluation (Overall)

EPE
total
Fl
total
1px
total
2.603 7.735 15.163

Robustness per Corruption

Robustness Evaluation (Per-Corruption)

Corruption EPE Fl 1px
Brightness 0.184 0.363 1.548
Contrast 0.307 0.687 2.765
Defocus Blur 0.188 0.353 1.432
Elastic Transform 0.450 1.091 6.736
Fog 0.557 1.100 6.465
Frost 6.820 19.660 32.626
Gaussian Blur 0.211 0.416 1.681
Gaussian Noise 0.739 2.658 11.122
Glass Blur 0.194 0.325 1.448
Impulse Noise 1.078 4.225 16.534
JPEG Compression 1.236 5.899 25.122
Motion Blur 1.111 5.812 13.954
Pixelate 0.325 0.410 2.285
Rain 15.821 18.231 27.614
Saturate 0.151 0.294 1.184
Shot Noise 0.628 2.007 8.922
Snow 12.662 47.082 57.720
Spatter 7.145 34.681 51.823
Speckle Noise 0.634 1.917 8.599
Zoom Blur 1.629 7.489 23.677
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