Spring Dataset and Benchmark Logo

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

Not logged in | Login | Create Account

FreeFlow-M

March 2, 2026, 2:52 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+
3.392 3.043 58.277 2.786 28.466 1.493 17.753 3.475 2.134 0.983 3.855 22.291
 
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+
0.346 0.317 4.976 0.260 3.910 0.178 1.618 0.356 0.201 0.099 0.302 2.529
 
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+
1.171 1.036 22.461 0.900 12.377 0.720 4.583 1.234 0.218 0.330 2.261 5.260
 
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+
94.919 95.209 49.264 95.482 71.628 96.824 80.509 94.951 94.430 97.784 93.438 74.954

Robustness Evaluation (Overall)

EPE
total
Fl
total
1px
total
2.046 7.265 17.398

Robustness per Corruption

Robustness Evaluation (Per-Corruption)

Corruption EPE Fl 1px
Brightness 0.180 0.479 1.987
Contrast 0.298 0.746 2.968
Defocus Blur 0.236 0.422 2.172
Elastic Transform 0.791 1.487 24.976
Fog 0.454 3.676 7.670
Frost 6.278 19.129 28.315
Gaussian Blur 0.256 0.485 2.419
Gaussian Noise 1.483 4.121 11.301
Glass Blur 0.321 0.610 2.633
Impulse Noise 2.628 9.055 21.610
JPEG Compression 5.852 16.993 37.795
Motion Blur 1.120 5.927 13.679
Pixelate 2.137 6.563 52.220
Rain 1.467 7.207 20.304
Saturate 0.168 0.352 1.693
Shot Noise 1.367 4.161 10.680
Snow 5.038 28.314 32.581
Spatter 7.315 21.430 32.755
Speckle Noise 1.623 5.255 13.291
Zoom Blur 1.909 8.887 26.910
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