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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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FreeFlow-L

March 2, 2026, 5:31 p.m.  —  Public

V. Bargatin, A. Yakovenko, K. Abud, and D. Vatolin. "FreeFlow: A Bias-free Hierarchical Transformer for Optical Flow Estimation", ECCV 2026.

Code: https://github.com/msu-video-group/freeflow

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+
3.192 2.855 56.187 2.616 26.996 1.430 16.522 3.247 2.348 0.936 3.607 20.941
 
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+
0.278 0.255 3.858 0.220 2.700 0.140 1.322 0.283 0.197 0.097 0.283 1.782
 
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+
1.048 0.925 20.387 0.812 10.810 0.667 3.934 1.108 0.140 0.323 2.077 4.327
 
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+
95.235 95.516 51.056 95.762 73.467 97.042 81.571 95.305 94.185 97.936 93.954 76.110

Robustness Evaluation (Overall)

EPE
total
Fl
total
1px
total
1.613 6.123 15.281

Robustness per Corruption

Robustness Evaluation (Per-Corruption)

Corruption EPE Fl 1px
Brightness 0.150 0.404 1.887
Contrast 0.224 0.562 2.671
Defocus Blur 0.178 0.350 1.928
Elastic Transform 0.900 2.075 32.350
Fog 0.341 1.312 6.564
Frost 6.173 18.479 26.589
Gaussian Blur 0.193 0.412 2.135
Gaussian Noise 0.950 2.501 9.242
Glass Blur 0.233 0.454 2.194
Impulse Noise 1.913 6.344 16.543
JPEG Compression 2.521 12.883 33.420
Motion Blur 1.098 6.013 13.665
Pixelate 1.431 5.295 38.007
Rain 1.239 4.337 13.777
Saturate 0.139 0.324 1.573
Shot Noise 0.823 2.161 8.007
Snow 4.275 27.027 30.765
Spatter 6.693 20.029 28.765
Speckle Noise 0.949 2.821 10.158
Zoom Blur 1.849 8.670 25.388
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