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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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Sept. 15, 2026, 8:13 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+
3.481 3.131 58.631 2.899 27.562 1.567 17.961 3.492 3.315 1.126 4.203 21.230
 
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+
0.510 0.488 4.028 0.421 4.221 0.298 2.121 0.404 2.123 0.111 0.323 4.362
 
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+
1.378 1.243 22.671 1.092 13.196 0.856 5.322 1.366 1.562 0.366 2.461 6.909
 
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+
94.757 95.050 48.699 95.311 71.858 96.709 79.988 94.858 93.221 97.397 93.213 76.849

Robustness Evaluation (Overall)

EPE
total
Fl
total
1px
total
1.656 4.480 10.962

Robustness per Corruption

Robustness Evaluation (Per-Corruption)

Corruption EPE Fl 1px
Brightness 0.363 0.471 1.471
Contrast 2.524 2.548 4.177
Defocus Blur 0.316 0.457 1.380
Elastic Transform 0.709 1.296 7.744
Fog 1.111 2.852 7.361
Frost 7.969 22.290 33.972
Gaussian Blur 0.376 0.553 1.689
Gaussian Noise 0.906 2.370 8.161
Glass Blur 0.299 0.446 1.408
Impulse Noise 1.273 3.636 10.916
JPEG Compression 1.304 4.699 23.308
Motion Blur 1.321 5.958 13.663
Pixelate 0.583 0.652 1.994
Rain 3.609 7.021 17.683
Saturate 0.245 0.406 1.532
Shot Noise 0.788 2.034 7.533
Snow 2.976 11.202 23.979
Spatter 3.059 9.580 18.997
Speckle Noise 0.831 2.070 8.429
Zoom Blur 2.554 9.052 23.852
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