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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-22_PairBridge

Sept. 9, 2026, 11:47 p.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+
4.765 4.415 59.840 4.131 30.984 2.835 19.360 4.445 9.627 1.267 4.338 35.177
 
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+
0.388 0.362 4.475 0.317 3.315 0.180 1.965 0.390 0.365 0.121 0.349 2.730
 
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+
1.313 1.174 23.197 1.040 12.623 0.770 5.420 1.372 0.418 0.399 2.508 5.724
 
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+
93.704 93.995 47.951 94.285 69.683 95.730 78.377 93.956 89.874 97.060 92.404 69.147

Robustness Evaluation (Overall)

EPE
total
Fl
total
1px
total
1.644 5.128 11.618

Robustness per Corruption

Robustness Evaluation (Per-Corruption)

Corruption EPE Fl 1px
Brightness 0.255 0.417 1.732
Contrast 0.798 1.226 3.715
Defocus Blur 0.154 0.323 1.447
Elastic Transform 0.550 1.288 11.374
Fog 0.377 2.334 7.292
Frost 8.344 22.815 33.570
Gaussian Blur 0.181 0.385 1.759
Gaussian Noise 0.599 2.089 7.405
Glass Blur 0.179 0.329 1.490
Impulse Noise 0.887 2.883 9.352
JPEG Compression 1.193 4.624 23.463
Motion Blur 1.061 5.766 13.564
Pixelate 0.414 0.464 2.426
Rain 5.687 9.865 20.869
Saturate 0.146 0.322 1.345
Shot Noise 0.518 1.802 6.863
Snow 3.210 20.508 28.370
Spatter 5.729 15.362 26.593
Speckle Noise 0.565 1.889 7.690
Zoom Blur 2.036 7.860 22.039
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