Tasks SotA Datasets Papers Methods Submit About

Papers With Code 2

A community resource for machine learning research: papers, code, benchmarks, and state-of-the-art results.

Explore

Notable Benchmarks All SotA Datasets Papers Methods

Community

Submit Results About

Data sourced from the PWC Archive (CC-BY-SA 4.0). Built by the community, for the community.

Models/RealFlow

RealFlow

Reported on 96 benchmarks across 8 tasks · 1 paper · 80 SOTA

Note: results are matched by exact model name. Different papers may use the same name for different model variants.

Computer Vision48 results

VideoonDAVSOD-easy35
Average MAE· uses extra data· 2024-11-21
0.066
SOTA
Transforming Static Images Using Generative Models for Video Salient Object Detection arXiv:2411.13975
VideoonDAVSOD-easy35
S-Measure· uses extra data· 2024-11-21
0.803
SOTA
Transforming Static Images Using Generative Models for Video Salient Object Detection arXiv:2411.13975
VideoonDAVSOD-easy35
max F-Measure· uses extra data· 2024-11-21
0.732
SOTA
Transforming Static Images Using Generative Models for Video Salient Object Detection arXiv:2411.13975
VideoonFBMS-59
MAX F-MEASURE· uses extra data· 2024-11-21
0.906
SOTA
Transforming Static Images Using Generative Models for Video Salient Object Detection arXiv:2411.13975
VideoonFBMS-59
S-Measure· uses extra data· 2024-11-21
0.926
SOTA
Transforming Static Images Using Generative Models for Video Salient Object Detection arXiv:2411.13975
VideoonDAVIS-2016
AVERAGE MAE· uses extra data· 2024-11-21
0.01
SOTA
Transforming Static Images Using Generative Models for Video Salient Object Detection arXiv:2411.13975
VideoonDAVIS-2016
MAX F-MEASURE· uses extra data· 2024-11-21
0.939
SOTA
Transforming Static Images Using Generative Models for Video Salient Object Detection arXiv:2411.13975
VideoonDAVIS-2016
S-Measure· uses extra data· 2024-11-21
0.945
SOTA
Transforming Static Images Using Generative Models for Video Salient Object Detection arXiv:2411.13975
VideoonViSal
Average MAE· uses extra data· 2024-11-21
0.01
SOTA
Transforming Static Images Using Generative Models for Video Salient Object Detection arXiv:2411.13975
VideoonViSal
S-Measure· uses extra data· 2024-11-21
0.962
SOTA
Transforming Static Images Using Generative Models for Video Salient Object Detection arXiv:2411.13975
Object DetectiononDAVSOD-easy35
Average MAE· uses extra data· 2024-11-21
0.066
SOTA
Transforming Static Images Using Generative Models for Video Salient Object Detection arXiv:2411.13975
Object DetectiononDAVSOD-easy35
S-Measure· uses extra data· 2024-11-21
0.803
SOTA
Transforming Static Images Using Generative Models for Video Salient Object Detection arXiv:2411.13975
Object DetectiononDAVSOD-easy35
max F-Measure· uses extra data· 2024-11-21
0.732
SOTA
Transforming Static Images Using Generative Models for Video Salient Object Detection arXiv:2411.13975
Object DetectiononFBMS-59
MAX F-MEASURE· uses extra data· 2024-11-21
0.906
SOTA
Transforming Static Images Using Generative Models for Video Salient Object Detection arXiv:2411.13975
Object DetectiononFBMS-59
S-Measure· uses extra data· 2024-11-21
0.926
SOTA
Transforming Static Images Using Generative Models for Video Salient Object Detection arXiv:2411.13975
Object DetectiononDAVIS-2016
AVERAGE MAE· uses extra data· 2024-11-21
0.01
SOTA
Transforming Static Images Using Generative Models for Video Salient Object Detection arXiv:2411.13975
Object DetectiononDAVIS-2016
MAX F-MEASURE· uses extra data· 2024-11-21
0.939
SOTA
Transforming Static Images Using Generative Models for Video Salient Object Detection arXiv:2411.13975
Object DetectiononDAVIS-2016
S-Measure· uses extra data· 2024-11-21
0.945
SOTA
Transforming Static Images Using Generative Models for Video Salient Object Detection arXiv:2411.13975
Object DetectiononViSal
Average MAE· uses extra data· 2024-11-21
0.01
SOTA
Transforming Static Images Using Generative Models for Video Salient Object Detection arXiv:2411.13975
Object DetectiononViSal
S-Measure· uses extra data· 2024-11-21
0.962
SOTA
Transforming Static Images Using Generative Models for Video Salient Object Detection arXiv:2411.13975
Video Object SegmentationonDAVSOD-easy35
Average MAE· uses extra data· 2024-11-21
0.066
SOTA
Transforming Static Images Using Generative Models for Video Salient Object Detection arXiv:2411.13975
Video Object SegmentationonDAVSOD-easy35
S-Measure· uses extra data· 2024-11-21
0.803
SOTA
Transforming Static Images Using Generative Models for Video Salient Object Detection arXiv:2411.13975
Video Object SegmentationonDAVSOD-easy35
max F-Measure· uses extra data· 2024-11-21
0.732
SOTA
Transforming Static Images Using Generative Models for Video Salient Object Detection arXiv:2411.13975
Video Object SegmentationonFBMS-59
MAX F-MEASURE· uses extra data· 2024-11-21
0.906
SOTA
Transforming Static Images Using Generative Models for Video Salient Object Detection arXiv:2411.13975
Video Object SegmentationonFBMS-59
S-Measure· uses extra data· 2024-11-21
0.926
SOTA
Transforming Static Images Using Generative Models for Video Salient Object Detection arXiv:2411.13975
Video Object SegmentationonDAVIS-2016
AVERAGE MAE· uses extra data· 2024-11-21
0.01
SOTA
Transforming Static Images Using Generative Models for Video Salient Object Detection arXiv:2411.13975
Video Object SegmentationonDAVIS-2016
MAX F-MEASURE· uses extra data· 2024-11-21
0.939
SOTA
Transforming Static Images Using Generative Models for Video Salient Object Detection arXiv:2411.13975
Video Object SegmentationonDAVIS-2016
S-Measure· uses extra data· 2024-11-21
0.945
SOTA
Transforming Static Images Using Generative Models for Video Salient Object Detection arXiv:2411.13975
Video Object SegmentationonViSal
Average MAE· uses extra data· 2024-11-21
0.01
SOTA
Transforming Static Images Using Generative Models for Video Salient Object Detection arXiv:2411.13975
Video Object SegmentationonViSal
S-Measure· uses extra data· 2024-11-21
0.962
SOTA
Transforming Static Images Using Generative Models for Video Salient Object Detection arXiv:2411.13975
RGB Salient Object DetectiononDAVSOD-easy35
Average MAE· uses extra data· 2024-11-21
0.066
SOTA
Transforming Static Images Using Generative Models for Video Salient Object Detection arXiv:2411.13975
RGB Salient Object DetectiononDAVSOD-easy35
S-Measure· uses extra data· 2024-11-21
0.803
SOTA
Transforming Static Images Using Generative Models for Video Salient Object Detection arXiv:2411.13975
RGB Salient Object DetectiononDAVSOD-easy35
max F-Measure· uses extra data· 2024-11-21
0.732
SOTA
Transforming Static Images Using Generative Models for Video Salient Object Detection arXiv:2411.13975
RGB Salient Object DetectiononFBMS-59
MAX F-MEASURE· uses extra data· 2024-11-21
0.906
SOTA
Transforming Static Images Using Generative Models for Video Salient Object Detection arXiv:2411.13975
RGB Salient Object DetectiononFBMS-59
S-Measure· uses extra data· 2024-11-21
0.926
SOTA
Transforming Static Images Using Generative Models for Video Salient Object Detection arXiv:2411.13975
RGB Salient Object DetectiononDAVIS-2016
AVERAGE MAE· uses extra data· 2024-11-21
0.01
SOTA
Transforming Static Images Using Generative Models for Video Salient Object Detection arXiv:2411.13975
RGB Salient Object DetectiononDAVIS-2016
MAX F-MEASURE· uses extra data· 2024-11-21
0.939
SOTA
Transforming Static Images Using Generative Models for Video Salient Object Detection arXiv:2411.13975
RGB Salient Object DetectiononDAVIS-2016
S-Measure· uses extra data· 2024-11-21
0.945
SOTA
Transforming Static Images Using Generative Models for Video Salient Object Detection arXiv:2411.13975
RGB Salient Object DetectiononViSal
Average MAE· uses extra data· 2024-11-21
0.01
SOTA
Transforming Static Images Using Generative Models for Video Salient Object Detection arXiv:2411.13975
RGB Salient Object DetectiononViSal
S-Measure· uses extra data· 2024-11-21
0.962
SOTA
Transforming Static Images Using Generative Models for Video Salient Object Detection arXiv:2411.13975
VideoonFBMS-59
AVERAGE MAE· uses extra data· 2024-11-21
0.028
Transforming Static Images Using Generative Models for Video Salient Object Detection arXiv:2411.13975
VideoonViSal
max E-measure· uses extra data· 2024-11-21
0.966
best: 0.987 (UFO)
Transforming Static Images Using Generative Models for Video Salient Object Detection arXiv:2411.13975
Object DetectiononFBMS-59
AVERAGE MAE· uses extra data· 2024-11-21
0.028
Transforming Static Images Using Generative Models for Video Salient Object Detection arXiv:2411.13975
Object DetectiononViSal
max E-measure· uses extra data· 2024-11-21
0.966
best: 0.987 (UFO)
Transforming Static Images Using Generative Models for Video Salient Object Detection arXiv:2411.13975
Video Object SegmentationonFBMS-59
AVERAGE MAE· uses extra data· 2024-11-21
0.028
Transforming Static Images Using Generative Models for Video Salient Object Detection arXiv:2411.13975
Video Object SegmentationonViSal
max E-measure· uses extra data· 2024-11-21
0.966
best: 0.987 (UFO)
Transforming Static Images Using Generative Models for Video Salient Object Detection arXiv:2411.13975
RGB Salient Object DetectiononFBMS-59
AVERAGE MAE· uses extra data· 2024-11-21
0.028
Transforming Static Images Using Generative Models for Video Salient Object Detection arXiv:2411.13975
RGB Salient Object DetectiononViSal
max E-measure· uses extra data· 2024-11-21
0.966
best: 0.987 (UFO)
Transforming Static Images Using Generative Models for Video Salient Object Detection arXiv:2411.13975

Methodology48 results

3DonDAVSOD-easy35
Average MAE· uses extra data· 2024-11-21
0.066
SOTA
Transforming Static Images Using Generative Models for Video Salient Object Detection arXiv:2411.13975
3DonDAVSOD-easy35
S-Measure· uses extra data· 2024-11-21
0.803
SOTA
Transforming Static Images Using Generative Models for Video Salient Object Detection arXiv:2411.13975
3DonDAVSOD-easy35
max F-Measure· uses extra data· 2024-11-21
0.732
SOTA
Transforming Static Images Using Generative Models for Video Salient Object Detection arXiv:2411.13975
3DonFBMS-59
MAX F-MEASURE· uses extra data· 2024-11-21
0.906
SOTA
Transforming Static Images Using Generative Models for Video Salient Object Detection arXiv:2411.13975
3DonFBMS-59
S-Measure· uses extra data· 2024-11-21
0.926
SOTA
Transforming Static Images Using Generative Models for Video Salient Object Detection arXiv:2411.13975
3DonDAVIS-2016
AVERAGE MAE· uses extra data· 2024-11-21
0.01
SOTA
Transforming Static Images Using Generative Models for Video Salient Object Detection arXiv:2411.13975
3DonDAVIS-2016
MAX F-MEASURE· uses extra data· 2024-11-21
0.939
SOTA
Transforming Static Images Using Generative Models for Video Salient Object Detection arXiv:2411.13975
3DonDAVIS-2016
S-Measure· uses extra data· 2024-11-21
0.945
SOTA
Transforming Static Images Using Generative Models for Video Salient Object Detection arXiv:2411.13975
3DonViSal
Average MAE· uses extra data· 2024-11-21
0.01
SOTA
Transforming Static Images Using Generative Models for Video Salient Object Detection arXiv:2411.13975
3DonViSal
S-Measure· uses extra data· 2024-11-21
0.962
SOTA
Transforming Static Images Using Generative Models for Video Salient Object Detection arXiv:2411.13975
2D ClassificationonDAVSOD-easy35
Average MAE· uses extra data· 2024-11-21
0.066
SOTA
Transforming Static Images Using Generative Models for Video Salient Object Detection arXiv:2411.13975
2D ClassificationonDAVSOD-easy35
S-Measure· uses extra data· 2024-11-21
0.803
SOTA
Transforming Static Images Using Generative Models for Video Salient Object Detection arXiv:2411.13975
2D ClassificationonDAVSOD-easy35
max F-Measure· uses extra data· 2024-11-21
0.732
SOTA
Transforming Static Images Using Generative Models for Video Salient Object Detection arXiv:2411.13975
2D ClassificationonFBMS-59
MAX F-MEASURE· uses extra data· 2024-11-21
0.906
SOTA
Transforming Static Images Using Generative Models for Video Salient Object Detection arXiv:2411.13975
2D ClassificationonFBMS-59
S-Measure· uses extra data· 2024-11-21
0.926
SOTA
Transforming Static Images Using Generative Models for Video Salient Object Detection arXiv:2411.13975
2D ClassificationonDAVIS-2016
AVERAGE MAE· uses extra data· 2024-11-21
0.01
SOTA
Transforming Static Images Using Generative Models for Video Salient Object Detection arXiv:2411.13975
2D ClassificationonDAVIS-2016
MAX F-MEASURE· uses extra data· 2024-11-21
0.939
SOTA
Transforming Static Images Using Generative Models for Video Salient Object Detection arXiv:2411.13975
2D ClassificationonDAVIS-2016
S-Measure· uses extra data· 2024-11-21
0.945
SOTA
Transforming Static Images Using Generative Models for Video Salient Object Detection arXiv:2411.13975
2D ClassificationonViSal
Average MAE· uses extra data· 2024-11-21
0.01
SOTA
Transforming Static Images Using Generative Models for Video Salient Object Detection arXiv:2411.13975
2D ClassificationonViSal
S-Measure· uses extra data· 2024-11-21
0.962
SOTA
Transforming Static Images Using Generative Models for Video Salient Object Detection arXiv:2411.13975
2D Object DetectiononDAVSOD-easy35
Average MAE· uses extra data· 2024-11-21
0.066
SOTA
Transforming Static Images Using Generative Models for Video Salient Object Detection arXiv:2411.13975
2D Object DetectiononDAVSOD-easy35
S-Measure· uses extra data· 2024-11-21
0.803
SOTA
Transforming Static Images Using Generative Models for Video Salient Object Detection arXiv:2411.13975
2D Object DetectiononDAVSOD-easy35
max F-Measure· uses extra data· 2024-11-21
0.732
SOTA
Transforming Static Images Using Generative Models for Video Salient Object Detection arXiv:2411.13975
2D Object DetectiononFBMS-59
MAX F-MEASURE· uses extra data· 2024-11-21
0.906
SOTA
Transforming Static Images Using Generative Models for Video Salient Object Detection arXiv:2411.13975
2D Object DetectiononFBMS-59
S-Measure· uses extra data· 2024-11-21
0.926
SOTA
Transforming Static Images Using Generative Models for Video Salient Object Detection arXiv:2411.13975
2D Object DetectiononDAVIS-2016
AVERAGE MAE· uses extra data· 2024-11-21
0.01
SOTA
Transforming Static Images Using Generative Models for Video Salient Object Detection arXiv:2411.13975
2D Object DetectiononDAVIS-2016
MAX F-MEASURE· uses extra data· 2024-11-21
0.939
SOTA
Transforming Static Images Using Generative Models for Video Salient Object Detection arXiv:2411.13975
2D Object DetectiononDAVIS-2016
S-Measure· uses extra data· 2024-11-21
0.945
SOTA
Transforming Static Images Using Generative Models for Video Salient Object Detection arXiv:2411.13975
2D Object DetectiononViSal
Average MAE· uses extra data· 2024-11-21
0.01
SOTA
Transforming Static Images Using Generative Models for Video Salient Object Detection arXiv:2411.13975
2D Object DetectiononViSal
S-Measure· uses extra data· 2024-11-21
0.962
SOTA
Transforming Static Images Using Generative Models for Video Salient Object Detection arXiv:2411.13975
16konDAVSOD-easy35
Average MAE· uses extra data· 2024-11-21
0.066
SOTA
Transforming Static Images Using Generative Models for Video Salient Object Detection arXiv:2411.13975
16konDAVSOD-easy35
S-Measure· uses extra data· 2024-11-21
0.803
SOTA
Transforming Static Images Using Generative Models for Video Salient Object Detection arXiv:2411.13975
16konDAVSOD-easy35
max F-Measure· uses extra data· 2024-11-21
0.732
SOTA
Transforming Static Images Using Generative Models for Video Salient Object Detection arXiv:2411.13975
16konFBMS-59
MAX F-MEASURE· uses extra data· 2024-11-21
0.906
SOTA
Transforming Static Images Using Generative Models for Video Salient Object Detection arXiv:2411.13975
16konFBMS-59
S-Measure· uses extra data· 2024-11-21
0.926
SOTA
Transforming Static Images Using Generative Models for Video Salient Object Detection arXiv:2411.13975
16konDAVIS-2016
AVERAGE MAE· uses extra data· 2024-11-21
0.01
SOTA
Transforming Static Images Using Generative Models for Video Salient Object Detection arXiv:2411.13975
16konDAVIS-2016
MAX F-MEASURE· uses extra data· 2024-11-21
0.939
SOTA
Transforming Static Images Using Generative Models for Video Salient Object Detection arXiv:2411.13975
16konDAVIS-2016
S-Measure· uses extra data· 2024-11-21
0.945
SOTA
Transforming Static Images Using Generative Models for Video Salient Object Detection arXiv:2411.13975
16konViSal
Average MAE· uses extra data· 2024-11-21
0.01
SOTA
Transforming Static Images Using Generative Models for Video Salient Object Detection arXiv:2411.13975
16konViSal
S-Measure· uses extra data· 2024-11-21
0.962
SOTA
Transforming Static Images Using Generative Models for Video Salient Object Detection arXiv:2411.13975
3DonFBMS-59
AVERAGE MAE· uses extra data· 2024-11-21
0.028
Transforming Static Images Using Generative Models for Video Salient Object Detection arXiv:2411.13975
3DonViSal
max E-measure· uses extra data· 2024-11-21
0.966
best: 0.987 (UFO)
Transforming Static Images Using Generative Models for Video Salient Object Detection arXiv:2411.13975
2D ClassificationonFBMS-59
AVERAGE MAE· uses extra data· 2024-11-21
0.028
Transforming Static Images Using Generative Models for Video Salient Object Detection arXiv:2411.13975
2D ClassificationonViSal
max E-measure· uses extra data· 2024-11-21
0.966
best: 0.987 (UFO)
Transforming Static Images Using Generative Models for Video Salient Object Detection arXiv:2411.13975
2D Object DetectiononFBMS-59
AVERAGE MAE· uses extra data· 2024-11-21
0.028
Transforming Static Images Using Generative Models for Video Salient Object Detection arXiv:2411.13975
2D Object DetectiononViSal
max E-measure· uses extra data· 2024-11-21
0.966
best: 0.987 (UFO)
Transforming Static Images Using Generative Models for Video Salient Object Detection arXiv:2411.13975
16konFBMS-59
AVERAGE MAE· uses extra data· 2024-11-21
0.028
Transforming Static Images Using Generative Models for Video Salient Object Detection arXiv:2411.13975
16konViSal
max E-measure· uses extra data· 2024-11-21
0.966
best: 0.987 (UFO)
Transforming Static Images Using Generative Models for Video Salient Object Detection arXiv:2411.13975