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Models/UCNet-ABP

UCNet-ABP

Reported on 108 benchmarks across 6 tasks · 1 paper · 52 SOTA

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

Methodology80 results

3DonHKU-IS
MAE· 2020-09-07
0.027
best: 0.019 (M3Net-S)
SOTA
Uncertainty Inspired RGB-D Saliency Detection arXiv:2009.03075
3DonDUTS-TE
MAE· 2020-09-07
0.034
best: 0.018 (BiRefNet (DUTS, HRSOD, UHRSD))
SOTA
Uncertainty Inspired RGB-D Saliency Detection arXiv:2009.03075
3DonDUTS-TE
S-Measure· 2020-09-07
0.89
best: 0.944 (BiRefNet (DUTS, HRSOD, UHRSD))
SOTA
Uncertainty Inspired RGB-D Saliency Detection arXiv:2009.03075
3DonDUTS-TE
mean E-Measure· 2020-09-07
0.931
best: 0.962 (BiRefNet (DUTS, HRSOD, UHRSD))
SOTA
Uncertainty Inspired RGB-D Saliency Detection arXiv:2009.03075
3DonDUTS-TE
mean F-Measure· 2020-09-07
0.864
best: 0.925 (BiRefNet (DUTS, HRSOD, UHRSD))
SOTA
Uncertainty Inspired RGB-D Saliency Detection arXiv:2009.03075
3DonDUT-OMRON
MAE· 2020-09-07
0.05
best: 0.036 (BiRefNet (DUTS, UHRSD))
SOTA
Uncertainty Inspired RGB-D Saliency Detection arXiv:2009.03075
3DonDUT-OMRON
S-Measure· 2020-09-07
0.843
best: 0.882 (BiRefNet (DUTS, HRSOD, UHRSD))
SOTA
Uncertainty Inspired RGB-D Saliency Detection arXiv:2009.03075
3DonDES
Average MAE· 2020-09-07
0.016
best: 0.013 (DFormer-L)
SOTA
Uncertainty Inspired RGB-D Saliency Detection arXiv:2009.03075
3DonDES
S-Measure· 2020-09-07
94
best: 94.8 (DFormer-L)
SOTA
Uncertainty Inspired RGB-D Saliency Detection arXiv:2009.03075
2D ClassificationonHKU-IS
MAE· 2020-09-07
0.027
best: 0.019 (M3Net-S)
SOTA
Uncertainty Inspired RGB-D Saliency Detection arXiv:2009.03075
2D ClassificationonDUTS-TE
MAE· 2020-09-07
0.034
best: 0.018 (BiRefNet (DUTS, HRSOD, UHRSD))
SOTA
Uncertainty Inspired RGB-D Saliency Detection arXiv:2009.03075
2D ClassificationonDUTS-TE
S-Measure· 2020-09-07
0.89
best: 0.944 (BiRefNet (DUTS, HRSOD, UHRSD))
SOTA
Uncertainty Inspired RGB-D Saliency Detection arXiv:2009.03075
2D ClassificationonDUTS-TE
mean E-Measure· 2020-09-07
0.931
best: 0.962 (BiRefNet (DUTS, HRSOD, UHRSD))
SOTA
Uncertainty Inspired RGB-D Saliency Detection arXiv:2009.03075
2D ClassificationonDUTS-TE
mean F-Measure· 2020-09-07
0.864
best: 0.925 (BiRefNet (DUTS, HRSOD, UHRSD))
SOTA
Uncertainty Inspired RGB-D Saliency Detection arXiv:2009.03075
2D ClassificationonDUT-OMRON
MAE· 2020-09-07
0.05
best: 0.036 (BiRefNet (DUTS, UHRSD))
SOTA
Uncertainty Inspired RGB-D Saliency Detection arXiv:2009.03075
2D ClassificationonDUT-OMRON
S-Measure· 2020-09-07
0.843
best: 0.882 (BiRefNet (DUTS, HRSOD, UHRSD))
SOTA
Uncertainty Inspired RGB-D Saliency Detection arXiv:2009.03075
2D ClassificationonDES
Average MAE· 2020-09-07
0.016
best: 0.013 (DFormer-L)
SOTA
Uncertainty Inspired RGB-D Saliency Detection arXiv:2009.03075
2D ClassificationonDES
S-Measure· 2020-09-07
94
best: 94.8 (DFormer-L)
SOTA
Uncertainty Inspired RGB-D Saliency Detection arXiv:2009.03075
2D Object DetectiononHKU-IS
MAE· 2020-09-07
0.027
best: 0.019 (M3Net-S)
SOTA
Uncertainty Inspired RGB-D Saliency Detection arXiv:2009.03075
2D Object DetectiononDUTS-TE
MAE· 2020-09-07
0.034
best: 0.018 (BiRefNet (DUTS, HRSOD, UHRSD))
SOTA
Uncertainty Inspired RGB-D Saliency Detection arXiv:2009.03075
2D Object DetectiononDUTS-TE
S-Measure· 2020-09-07
0.89
best: 0.944 (BiRefNet (DUTS, HRSOD, UHRSD))
SOTA
Uncertainty Inspired RGB-D Saliency Detection arXiv:2009.03075
2D Object DetectiononDUTS-TE
mean E-Measure· 2020-09-07
0.931
best: 0.962 (BiRefNet (DUTS, HRSOD, UHRSD))
SOTA
Uncertainty Inspired RGB-D Saliency Detection arXiv:2009.03075
2D Object DetectiononDUTS-TE
mean F-Measure· 2020-09-07
0.864
best: 0.925 (BiRefNet (DUTS, HRSOD, UHRSD))
SOTA
Uncertainty Inspired RGB-D Saliency Detection arXiv:2009.03075
2D Object DetectiononDUT-OMRON
MAE· 2020-09-07
0.05
best: 0.036 (BiRefNet (DUTS, UHRSD))
SOTA
Uncertainty Inspired RGB-D Saliency Detection arXiv:2009.03075
2D Object DetectiononDUT-OMRON
S-Measure· 2020-09-07
0.843
best: 0.882 (BiRefNet (DUTS, HRSOD, UHRSD))
SOTA
Uncertainty Inspired RGB-D Saliency Detection arXiv:2009.03075
2D Object DetectiononDES
Average MAE· 2020-09-07
0.016
best: 0.013 (DFormer-L)
SOTA
Uncertainty Inspired RGB-D Saliency Detection arXiv:2009.03075
2D Object DetectiononDES
S-Measure· 2020-09-07
94
best: 94.8 (DFormer-L)
SOTA
Uncertainty Inspired RGB-D Saliency Detection arXiv:2009.03075
16konHKU-IS
MAE· 2020-09-07
0.027
best: 0.019 (M3Net-S)
SOTA
Uncertainty Inspired RGB-D Saliency Detection arXiv:2009.03075
16konDUTS-TE
MAE· 2020-09-07
0.034
best: 0.018 (BiRefNet (DUTS, HRSOD, UHRSD))
SOTA
Uncertainty Inspired RGB-D Saliency Detection arXiv:2009.03075
16konDUTS-TE
S-Measure· 2020-09-07
0.89
best: 0.944 (BiRefNet (DUTS, HRSOD, UHRSD))
SOTA
Uncertainty Inspired RGB-D Saliency Detection arXiv:2009.03075
16konDUTS-TE
mean E-Measure· 2020-09-07
0.931
best: 0.962 (BiRefNet (DUTS, HRSOD, UHRSD))
SOTA
Uncertainty Inspired RGB-D Saliency Detection arXiv:2009.03075
16konDUTS-TE
mean F-Measure· 2020-09-07
0.864
best: 0.925 (BiRefNet (DUTS, HRSOD, UHRSD))
SOTA
Uncertainty Inspired RGB-D Saliency Detection arXiv:2009.03075
16konDUT-OMRON
MAE· 2020-09-07
0.05
best: 0.036 (BiRefNet (DUTS, UHRSD))
SOTA
Uncertainty Inspired RGB-D Saliency Detection arXiv:2009.03075
16konDUT-OMRON
S-Measure· 2020-09-07
0.843
best: 0.882 (BiRefNet (DUTS, HRSOD, UHRSD))
SOTA
Uncertainty Inspired RGB-D Saliency Detection arXiv:2009.03075
16konDES
Average MAE· 2020-09-07
0.016
best: 0.013 (DFormer-L)
SOTA
Uncertainty Inspired RGB-D Saliency Detection arXiv:2009.03075
16konDES
S-Measure· 2020-09-07
94
best: 94.8 (DFormer-L)
SOTA
Uncertainty Inspired RGB-D Saliency Detection arXiv:2009.03075
3DonHKU-IS
S-Measure· 2020-09-07
0.917
best: 0.944 (InSPyReNet)
Uncertainty Inspired RGB-D Saliency Detection arXiv:2009.03075
3DonNJU2K
Average MAE· 2020-09-07
0.039
best: 0.023 (DFormer-L)
Uncertainty Inspired RGB-D Saliency Detection arXiv:2009.03075
3DonNJU2K
S-Measure· 2020-09-07
90
best: 93.7 (DFormer-L)
Uncertainty Inspired RGB-D Saliency Detection arXiv:2009.03075
3DonSTERE
Average MAE· 2020-09-07
0.037
best: 0.03 (DFormer-L)
Uncertainty Inspired RGB-D Saliency Detection arXiv:2009.03075
3DonSTERE
S-Measure· 2020-09-07
90.4
best: 92.3 (DFormer-L)
Uncertainty Inspired RGB-D Saliency Detection arXiv:2009.03075
3DonLFSD
Average MAE· 2020-09-07
0.065
Uncertainty Inspired RGB-D Saliency Detection arXiv:2009.03075
3DonLFSD
S-Measure· 2020-09-07
86.6
best: 86.8 (UCNet-CVAE)
Uncertainty Inspired RGB-D Saliency Detection arXiv:2009.03075
3DonSIP
Average MAE· 2020-09-07
0.049
best: 0.032 (DFormer-L)
Uncertainty Inspired RGB-D Saliency Detection arXiv:2009.03075
3DonSIP
S-Measure· 2020-09-07
87.6
best: 91.5 (DFormer-L)
Uncertainty Inspired RGB-D Saliency Detection arXiv:2009.03075
3DonNLPR
Average MAE· 2020-09-07
0.024
best: 0.016 (DFormer-L)
Uncertainty Inspired RGB-D Saliency Detection arXiv:2009.03075
3DonNLPR
S-Measure· 2020-09-07
91.9
best: 94.2 (DFormer-L)
Uncertainty Inspired RGB-D Saliency Detection arXiv:2009.03075
2D ClassificationonHKU-IS
S-Measure· 2020-09-07
0.917
best: 0.944 (InSPyReNet)
Uncertainty Inspired RGB-D Saliency Detection arXiv:2009.03075
2D ClassificationonNJU2K
Average MAE· 2020-09-07
0.039
best: 0.023 (DFormer-L)
Uncertainty Inspired RGB-D Saliency Detection arXiv:2009.03075
2D ClassificationonNJU2K
S-Measure· 2020-09-07
90
best: 93.7 (DFormer-L)
Uncertainty Inspired RGB-D Saliency Detection arXiv:2009.03075
2D ClassificationonSTERE
Average MAE· 2020-09-07
0.037
best: 0.03 (DFormer-L)
Uncertainty Inspired RGB-D Saliency Detection arXiv:2009.03075
2D ClassificationonSTERE
S-Measure· 2020-09-07
90.4
best: 92.3 (DFormer-L)
Uncertainty Inspired RGB-D Saliency Detection arXiv:2009.03075
2D ClassificationonLFSD
Average MAE· 2020-09-07
0.065
Uncertainty Inspired RGB-D Saliency Detection arXiv:2009.03075
2D ClassificationonLFSD
S-Measure· 2020-09-07
86.6
best: 86.8 (UCNet-CVAE)
Uncertainty Inspired RGB-D Saliency Detection arXiv:2009.03075
2D ClassificationonSIP
Average MAE· 2020-09-07
0.049
best: 0.032 (DFormer-L)
Uncertainty Inspired RGB-D Saliency Detection arXiv:2009.03075
2D ClassificationonSIP
S-Measure· 2020-09-07
87.6
best: 91.5 (DFormer-L)
Uncertainty Inspired RGB-D Saliency Detection arXiv:2009.03075
2D ClassificationonNLPR
Average MAE· 2020-09-07
0.024
best: 0.016 (DFormer-L)
Uncertainty Inspired RGB-D Saliency Detection arXiv:2009.03075
2D ClassificationonNLPR
S-Measure· 2020-09-07
91.9
best: 94.2 (DFormer-L)
Uncertainty Inspired RGB-D Saliency Detection arXiv:2009.03075
2D Object DetectiononHKU-IS
S-Measure· 2020-09-07
0.917
best: 0.944 (InSPyReNet)
Uncertainty Inspired RGB-D Saliency Detection arXiv:2009.03075
2D Object DetectiononNJU2K
Average MAE· 2020-09-07
0.039
best: 0.023 (DFormer-L)
Uncertainty Inspired RGB-D Saliency Detection arXiv:2009.03075
2D Object DetectiononNJU2K
S-Measure· 2020-09-07
90
best: 93.7 (DFormer-L)
Uncertainty Inspired RGB-D Saliency Detection arXiv:2009.03075
2D Object DetectiononSTERE
Average MAE· 2020-09-07
0.037
best: 0.03 (DFormer-L)
Uncertainty Inspired RGB-D Saliency Detection arXiv:2009.03075
2D Object DetectiononSTERE
S-Measure· 2020-09-07
90.4
best: 92.3 (DFormer-L)
Uncertainty Inspired RGB-D Saliency Detection arXiv:2009.03075
2D Object DetectiononLFSD
Average MAE· 2020-09-07
0.065
Uncertainty Inspired RGB-D Saliency Detection arXiv:2009.03075
2D Object DetectiononLFSD
S-Measure· 2020-09-07
86.6
best: 86.8 (UCNet-CVAE)
Uncertainty Inspired RGB-D Saliency Detection arXiv:2009.03075
2D Object DetectiononSIP
Average MAE· 2020-09-07
0.049
best: 0.032 (DFormer-L)
Uncertainty Inspired RGB-D Saliency Detection arXiv:2009.03075
2D Object DetectiononSIP
S-Measure· 2020-09-07
87.6
best: 91.5 (DFormer-L)
Uncertainty Inspired RGB-D Saliency Detection arXiv:2009.03075
2D Object DetectiononNLPR
Average MAE· 2020-09-07
0.024
best: 0.016 (DFormer-L)
Uncertainty Inspired RGB-D Saliency Detection arXiv:2009.03075
2D Object DetectiononNLPR
S-Measure· 2020-09-07
91.9
best: 94.2 (DFormer-L)
Uncertainty Inspired RGB-D Saliency Detection arXiv:2009.03075
16konHKU-IS
S-Measure· 2020-09-07
0.917
best: 0.944 (InSPyReNet)
Uncertainty Inspired RGB-D Saliency Detection arXiv:2009.03075
16konNJU2K
Average MAE· 2020-09-07
0.039
best: 0.023 (DFormer-L)
Uncertainty Inspired RGB-D Saliency Detection arXiv:2009.03075
16konNJU2K
S-Measure· 2020-09-07
90
best: 93.7 (DFormer-L)
Uncertainty Inspired RGB-D Saliency Detection arXiv:2009.03075
16konSTERE
Average MAE· 2020-09-07
0.037
best: 0.03 (DFormer-L)
Uncertainty Inspired RGB-D Saliency Detection arXiv:2009.03075
16konSTERE
S-Measure· 2020-09-07
90.4
best: 92.3 (DFormer-L)
Uncertainty Inspired RGB-D Saliency Detection arXiv:2009.03075
16konLFSD
Average MAE· 2020-09-07
0.065
Uncertainty Inspired RGB-D Saliency Detection arXiv:2009.03075
16konLFSD
S-Measure· 2020-09-07
86.6
best: 86.8 (UCNet-CVAE)
Uncertainty Inspired RGB-D Saliency Detection arXiv:2009.03075
16konSIP
Average MAE· 2020-09-07
0.049
best: 0.032 (DFormer-L)
Uncertainty Inspired RGB-D Saliency Detection arXiv:2009.03075
16konSIP
S-Measure· 2020-09-07
87.6
best: 91.5 (DFormer-L)
Uncertainty Inspired RGB-D Saliency Detection arXiv:2009.03075
16konNLPR
Average MAE· 2020-09-07
0.024
best: 0.016 (DFormer-L)
Uncertainty Inspired RGB-D Saliency Detection arXiv:2009.03075
16konNLPR
S-Measure· 2020-09-07
91.9
best: 94.2 (DFormer-L)
Uncertainty Inspired RGB-D Saliency Detection arXiv:2009.03075

Computer Vision28 results

Object DetectiononHKU-IS
MAE· 2020-09-07
0.027
best: 0.019 (M3Net-S)
SOTA
Uncertainty Inspired RGB-D Saliency Detection arXiv:2009.03075
Object DetectiononDUTS-TE
MAE· 2020-09-07
0.034
best: 0.018 (BiRefNet (DUTS, HRSOD, UHRSD))
SOTA
Uncertainty Inspired RGB-D Saliency Detection arXiv:2009.03075
Object DetectiononDUTS-TE
S-Measure· 2020-09-07
0.89
best: 0.944 (BiRefNet (DUTS, HRSOD, UHRSD))
SOTA
Uncertainty Inspired RGB-D Saliency Detection arXiv:2009.03075
Object DetectiononDUTS-TE
mean E-Measure· 2020-09-07
0.931
best: 0.962 (BiRefNet (DUTS, HRSOD, UHRSD))
SOTA
Uncertainty Inspired RGB-D Saliency Detection arXiv:2009.03075
Object DetectiononDUTS-TE
mean F-Measure· 2020-09-07
0.864
best: 0.925 (BiRefNet (DUTS, HRSOD, UHRSD))
SOTA
Uncertainty Inspired RGB-D Saliency Detection arXiv:2009.03075
Object DetectiononDUT-OMRON
MAE· 2020-09-07
0.05
best: 0.036 (BiRefNet (DUTS, UHRSD))
SOTA
Uncertainty Inspired RGB-D Saliency Detection arXiv:2009.03075
Object DetectiononDUT-OMRON
S-Measure· 2020-09-07
0.843
best: 0.882 (BiRefNet (DUTS, HRSOD, UHRSD))
SOTA
Uncertainty Inspired RGB-D Saliency Detection arXiv:2009.03075
Object DetectiononDES
Average MAE· 2020-09-07
0.016
best: 0.013 (DFormer-L)
SOTA
Uncertainty Inspired RGB-D Saliency Detection arXiv:2009.03075
Object DetectiononDES
S-Measure· 2020-09-07
94
best: 94.8 (DFormer-L)
SOTA
Uncertainty Inspired RGB-D Saliency Detection arXiv:2009.03075
RGB Salient Object DetectiononHKU-IS
MAE· 2020-09-07
0.027
best: 0.019 (M3Net-S)
SOTA
Uncertainty Inspired RGB-D Saliency Detection arXiv:2009.03075
RGB Salient Object DetectiononDUTS-TE
MAE· 2020-09-07
0.034
best: 0.018 (BiRefNet (DUTS, HRSOD, UHRSD))
SOTA
Uncertainty Inspired RGB-D Saliency Detection arXiv:2009.03075
RGB Salient Object DetectiononDUTS-TE
S-Measure· 2020-09-07
0.89
best: 0.944 (BiRefNet (DUTS, HRSOD, UHRSD))
SOTA
Uncertainty Inspired RGB-D Saliency Detection arXiv:2009.03075
RGB Salient Object DetectiononDUTS-TE
mean E-Measure· 2020-09-07
0.931
best: 0.962 (BiRefNet (DUTS, HRSOD, UHRSD))
SOTA
Uncertainty Inspired RGB-D Saliency Detection arXiv:2009.03075
RGB Salient Object DetectiononDUTS-TE
mean F-Measure· 2020-09-07
0.864
best: 0.925 (BiRefNet (DUTS, HRSOD, UHRSD))
SOTA
Uncertainty Inspired RGB-D Saliency Detection arXiv:2009.03075
RGB Salient Object DetectiononDUT-OMRON
MAE· 2020-09-07
0.05
best: 0.036 (BiRefNet (DUTS, UHRSD))
SOTA
Uncertainty Inspired RGB-D Saliency Detection arXiv:2009.03075
RGB Salient Object DetectiononDUT-OMRON
S-Measure· 2020-09-07
0.843
best: 0.882 (BiRefNet (DUTS, HRSOD, UHRSD))
SOTA
Uncertainty Inspired RGB-D Saliency Detection arXiv:2009.03075
Object DetectiononHKU-IS
S-Measure· 2020-09-07
0.917
best: 0.944 (InSPyReNet)
Uncertainty Inspired RGB-D Saliency Detection arXiv:2009.03075
Object DetectiononNJU2K
Average MAE· 2020-09-07
0.039
best: 0.023 (DFormer-L)
Uncertainty Inspired RGB-D Saliency Detection arXiv:2009.03075
Object DetectiononNJU2K
S-Measure· 2020-09-07
90
best: 93.7 (DFormer-L)
Uncertainty Inspired RGB-D Saliency Detection arXiv:2009.03075
Object DetectiononSTERE
Average MAE· 2020-09-07
0.037
best: 0.03 (DFormer-L)
Uncertainty Inspired RGB-D Saliency Detection arXiv:2009.03075
Object DetectiononSTERE
S-Measure· 2020-09-07
90.4
best: 92.3 (DFormer-L)
Uncertainty Inspired RGB-D Saliency Detection arXiv:2009.03075
Object DetectiononLFSD
Average MAE· 2020-09-07
0.065
Uncertainty Inspired RGB-D Saliency Detection arXiv:2009.03075
Object DetectiononLFSD
S-Measure· 2020-09-07
86.6
best: 86.8 (UCNet-CVAE)
Uncertainty Inspired RGB-D Saliency Detection arXiv:2009.03075
Object DetectiononSIP
Average MAE· 2020-09-07
0.049
best: 0.032 (DFormer-L)
Uncertainty Inspired RGB-D Saliency Detection arXiv:2009.03075
Object DetectiononSIP
S-Measure· 2020-09-07
87.6
best: 91.5 (DFormer-L)
Uncertainty Inspired RGB-D Saliency Detection arXiv:2009.03075
Object DetectiononNLPR
Average MAE· 2020-09-07
0.024
best: 0.016 (DFormer-L)
Uncertainty Inspired RGB-D Saliency Detection arXiv:2009.03075
Object DetectiononNLPR
S-Measure· 2020-09-07
91.9
best: 94.2 (DFormer-L)
Uncertainty Inspired RGB-D Saliency Detection arXiv:2009.03075
RGB Salient Object DetectiononHKU-IS
S-Measure· 2020-09-07
0.917
best: 0.944 (InSPyReNet)
Uncertainty Inspired RGB-D Saliency Detection arXiv:2009.03075