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Models/EVPv1

EVPv1

Reported on 54 benchmarks across 8 tasks · 1 paper · 45 SOTA

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

Computer Vision30 results

Object DetectiononCOD
MAE· 2023-03-20
0.029
best: 0.013 (FOCUS)
SOTA
Explicit Visual Prompting for Low-Level Structure Segmentations arXiv:2303.10883
Object DetectiononCOD
S-Measure· 2023-03-20
0.843
best: 0.913 (BiRefNet)
SOTA
Explicit Visual Prompting for Low-Level Structure Segmentations arXiv:2303.10883
Object DetectiononCOD
Weighted F-Measure· 2023-03-20
0.742
best: 0.883 (FOCUS)
SOTA
Explicit Visual Prompting for Low-Level Structure Segmentations arXiv:2303.10883
Object DetectiononCAMO
MAE· 2023-03-20
0.059
best: 0.025 (FOCUS)
SOTA
Explicit Visual Prompting for Low-Level Structure Segmentations arXiv:2303.10883
Object DetectiononCAMO
S-Measure· 2023-03-20
0.846
best: 0.912 (FOCUS)
SOTA
Explicit Visual Prompting for Low-Level Structure Segmentations arXiv:2303.10883
Object DetectiononCAMO
Weighted F-Measure· 2023-03-20
0.777
best: 0.904 (FOCUS)
SOTA
Explicit Visual Prompting for Low-Level Structure Segmentations arXiv:2303.10883
Camouflaged Object SegmentationonCOD
MAE· 2023-03-20
0.029
best: 0.013 (FOCUS)
SOTA
Explicit Visual Prompting for Low-Level Structure Segmentations arXiv:2303.10883
Camouflaged Object SegmentationonCOD
S-Measure· 2023-03-20
0.843
best: 0.913 (BiRefNet)
SOTA
Explicit Visual Prompting for Low-Level Structure Segmentations arXiv:2303.10883
Camouflaged Object SegmentationonCOD
Weighted F-Measure· 2023-03-20
0.742
best: 0.883 (FOCUS)
SOTA
Explicit Visual Prompting for Low-Level Structure Segmentations arXiv:2303.10883
Camouflaged Object SegmentationonCAMO
MAE· 2023-03-20
0.059
best: 0.025 (FOCUS)
SOTA
Explicit Visual Prompting for Low-Level Structure Segmentations arXiv:2303.10883
Camouflaged Object SegmentationonCAMO
S-Measure· 2023-03-20
0.846
best: 0.912 (FOCUS)
SOTA
Explicit Visual Prompting for Low-Level Structure Segmentations arXiv:2303.10883
Camouflaged Object SegmentationonCAMO
Weighted F-Measure· 2023-03-20
0.777
best: 0.904 (FOCUS)
SOTA
Explicit Visual Prompting for Low-Level Structure Segmentations arXiv:2303.10883
Object SegmentationonCOD
MAE· 2023-03-20
0.029
best: 0.013 (FOCUS)
SOTA
Explicit Visual Prompting for Low-Level Structure Segmentations arXiv:2303.10883
Object SegmentationonCOD
S-Measure· 2023-03-20
0.843
best: 0.913 (BiRefNet)
SOTA
Explicit Visual Prompting for Low-Level Structure Segmentations arXiv:2303.10883
Object SegmentationonCOD
Weighted F-Measure· 2023-03-20
0.742
best: 0.883 (FOCUS)
SOTA
Explicit Visual Prompting for Low-Level Structure Segmentations arXiv:2303.10883
Object SegmentationonCAMO
MAE· 2023-03-20
0.059
best: 0.025 (FOCUS)
SOTA
Explicit Visual Prompting for Low-Level Structure Segmentations arXiv:2303.10883
Object SegmentationonCAMO
S-Measure· 2023-03-20
0.846
best: 0.912 (FOCUS)
SOTA
Explicit Visual Prompting for Low-Level Structure Segmentations arXiv:2303.10883
Object SegmentationonCAMO
Weighted F-Measure· 2023-03-20
0.777
best: 0.904 (FOCUS)
SOTA
Explicit Visual Prompting for Low-Level Structure Segmentations arXiv:2303.10883
Salient Object DetectiononECSSD
E-measure· 2023-03-20
0.957
best: 0.971 (FOCUS)
SOTA
Explicit Visual Prompting for Low-Level Structure Segmentations arXiv:2303.10883
Salient Object DetectiononPASCAL-S
E-measure· 2023-03-20
0.917
best: 0.942 (FOCUS)
SOTA
Explicit Visual Prompting for Low-Level Structure Segmentations arXiv:2303.10883
Salient Object DetectiononPASCAL-S
S-measure· 2023-03-20
0.878
best: 0.898 (FOCUS)
SOTA
Explicit Visual Prompting for Low-Level Structure Segmentations arXiv:2303.10883
Salient Object DetectiononECSSD
MAE· 2023-03-20
0.027
best: 0.018 (FOCUS)
Explicit Visual Prompting for Low-Level Structure Segmentations arXiv:2303.10883
Salient Object DetectiononECSSD
S-measure· 2023-03-20
0.935
best: 0.95 (SAM2-UNet)
Explicit Visual Prompting for Low-Level Structure Segmentations arXiv:2303.10883
Salient Object DetectiononECSSD
max_F1· 2023-03-20
0.96
best: 0.963 (SelfReformer-Swin)
Explicit Visual Prompting for Low-Level Structure Segmentations arXiv:2303.10883
Salient Object DetectiononHKU-IS
E-measure· 2023-03-20
0.961
best: 0.974 (FOCUS)
Explicit Visual Prompting for Low-Level Structure Segmentations arXiv:2303.10883
Salient Object DetectiononHKU-IS
MAE· 2023-03-20
0.024
best: 0.018 (FOCUS)
Explicit Visual Prompting for Low-Level Structure Segmentations arXiv:2303.10883
Salient Object DetectiononHKU-IS
S-measure· 2023-03-20
0.931
best: 0.941 (SAM2-UNet)
Explicit Visual Prompting for Low-Level Structure Segmentations arXiv:2303.10883
Salient Object DetectiononHKU-IS
max_F1· 2023-03-20
0.952
Explicit Visual Prompting for Low-Level Structure Segmentations arXiv:2303.10883
Salient Object DetectiononPASCAL-S
MAE· 2023-03-20
0.054
best: 0.036 (FOCUS)
Explicit Visual Prompting for Low-Level Structure Segmentations arXiv:2303.10883
Salient Object DetectiononPASCAL-S
max_F1· 2023-03-20
0.872
best: 0.896 (SelfReformer-Swin)
Explicit Visual Prompting for Low-Level Structure Segmentations arXiv:2303.10883

Methodology24 results

3DonCOD
MAE· 2023-03-20
0.029
best: 0.013 (FOCUS)
SOTA
Explicit Visual Prompting for Low-Level Structure Segmentations arXiv:2303.10883
3DonCOD
S-Measure· 2023-03-20
0.843
best: 0.913 (BiRefNet)
SOTA
Explicit Visual Prompting for Low-Level Structure Segmentations arXiv:2303.10883
3DonCOD
Weighted F-Measure· 2023-03-20
0.742
best: 0.883 (FOCUS)
SOTA
Explicit Visual Prompting for Low-Level Structure Segmentations arXiv:2303.10883
3DonCAMO
MAE· 2023-03-20
0.059
best: 0.025 (FOCUS)
SOTA
Explicit Visual Prompting for Low-Level Structure Segmentations arXiv:2303.10883
3DonCAMO
S-Measure· 2023-03-20
0.846
best: 0.912 (FOCUS)
SOTA
Explicit Visual Prompting for Low-Level Structure Segmentations arXiv:2303.10883
3DonCAMO
Weighted F-Measure· 2023-03-20
0.777
best: 0.904 (FOCUS)
SOTA
Explicit Visual Prompting for Low-Level Structure Segmentations arXiv:2303.10883
2D ClassificationonCOD
MAE· 2023-03-20
0.029
best: 0.013 (FOCUS)
SOTA
Explicit Visual Prompting for Low-Level Structure Segmentations arXiv:2303.10883
2D ClassificationonCOD
S-Measure· 2023-03-20
0.843
best: 0.913 (BiRefNet)
SOTA
Explicit Visual Prompting for Low-Level Structure Segmentations arXiv:2303.10883
2D ClassificationonCOD
Weighted F-Measure· 2023-03-20
0.742
best: 0.883 (FOCUS)
SOTA
Explicit Visual Prompting for Low-Level Structure Segmentations arXiv:2303.10883
2D ClassificationonCAMO
MAE· 2023-03-20
0.059
best: 0.025 (FOCUS)
SOTA
Explicit Visual Prompting for Low-Level Structure Segmentations arXiv:2303.10883
2D ClassificationonCAMO
S-Measure· 2023-03-20
0.846
best: 0.912 (FOCUS)
SOTA
Explicit Visual Prompting for Low-Level Structure Segmentations arXiv:2303.10883
2D ClassificationonCAMO
Weighted F-Measure· 2023-03-20
0.777
best: 0.904 (FOCUS)
SOTA
Explicit Visual Prompting for Low-Level Structure Segmentations arXiv:2303.10883
2D Object DetectiononCOD
MAE· 2023-03-20
0.029
best: 0.013 (FOCUS)
SOTA
Explicit Visual Prompting for Low-Level Structure Segmentations arXiv:2303.10883
2D Object DetectiononCOD
S-Measure· 2023-03-20
0.843
best: 0.913 (BiRefNet)
SOTA
Explicit Visual Prompting for Low-Level Structure Segmentations arXiv:2303.10883
2D Object DetectiononCOD
Weighted F-Measure· 2023-03-20
0.742
best: 0.883 (FOCUS)
SOTA
Explicit Visual Prompting for Low-Level Structure Segmentations arXiv:2303.10883
2D Object DetectiononCAMO
MAE· 2023-03-20
0.059
best: 0.025 (FOCUS)
SOTA
Explicit Visual Prompting for Low-Level Structure Segmentations arXiv:2303.10883
2D Object DetectiononCAMO
S-Measure· 2023-03-20
0.846
best: 0.912 (FOCUS)
SOTA
Explicit Visual Prompting for Low-Level Structure Segmentations arXiv:2303.10883
2D Object DetectiononCAMO
Weighted F-Measure· 2023-03-20
0.777
best: 0.904 (FOCUS)
SOTA
Explicit Visual Prompting for Low-Level Structure Segmentations arXiv:2303.10883
16konCOD
MAE· 2023-03-20
0.029
best: 0.013 (FOCUS)
SOTA
Explicit Visual Prompting for Low-Level Structure Segmentations arXiv:2303.10883
16konCOD
S-Measure· 2023-03-20
0.843
best: 0.913 (BiRefNet)
SOTA
Explicit Visual Prompting for Low-Level Structure Segmentations arXiv:2303.10883
16konCOD
Weighted F-Measure· 2023-03-20
0.742
best: 0.883 (FOCUS)
SOTA
Explicit Visual Prompting for Low-Level Structure Segmentations arXiv:2303.10883
16konCAMO
MAE· 2023-03-20
0.059
best: 0.025 (FOCUS)
SOTA
Explicit Visual Prompting for Low-Level Structure Segmentations arXiv:2303.10883
16konCAMO
S-Measure· 2023-03-20
0.846
best: 0.912 (FOCUS)
SOTA
Explicit Visual Prompting for Low-Level Structure Segmentations arXiv:2303.10883
16konCAMO
Weighted F-Measure· 2023-03-20
0.777
best: 0.904 (FOCUS)
SOTA
Explicit Visual Prompting for Low-Level Structure Segmentations arXiv:2303.10883