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Models/UC-Net

UC-Net

Reported on 60 benchmarks across 5 tasks · 1 paper · 55 SOTA

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

Methodology48 results

3DonNJU2K
Average MAE· 2020-04-13
0.043
best: 0.023 (DFormer-L)
SOTA
UC-Net: Uncertainty Inspired RGB-D Saliency Detection via Conditional Variational Autoencoders arXiv:2004.05763
3DonSTERE
Average MAE· 2020-04-13
0.039
best: 0.03 (DFormer-L)
SOTA
UC-Net: Uncertainty Inspired RGB-D Saliency Detection via Conditional Variational Autoencoders arXiv:2004.05763
3DonSTERE
S-Measure· 2020-04-13
90.3
best: 92.3 (DFormer-L)
SOTA
UC-Net: Uncertainty Inspired RGB-D Saliency Detection via Conditional Variational Autoencoders arXiv:2004.05763
3DonLFSD
Average MAE· 2020-04-13
0.066
best: 0.065 (UCNet-CVAE)
SOTA
UC-Net: Uncertainty Inspired RGB-D Saliency Detection via Conditional Variational Autoencoders arXiv:2004.05763
3DonLFSD
S-Measure· 2020-04-13
86.4
best: 86.8 (UCNet-CVAE)
SOTA
UC-Net: Uncertainty Inspired RGB-D Saliency Detection via Conditional Variational Autoencoders arXiv:2004.05763
3DonSIP
Average MAE· 2020-04-13
0.051
best: 0.032 (DFormer-L)
SOTA
UC-Net: Uncertainty Inspired RGB-D Saliency Detection via Conditional Variational Autoencoders arXiv:2004.05763
3DonSIP
S-Measure· 2020-04-13
87.5
best: 91.5 (DFormer-L)
SOTA
UC-Net: Uncertainty Inspired RGB-D Saliency Detection via Conditional Variational Autoencoders arXiv:2004.05763
3DonNLPR
Average MAE· 2020-04-13
0.025
best: 0.016 (DFormer-L)
SOTA
UC-Net: Uncertainty Inspired RGB-D Saliency Detection via Conditional Variational Autoencoders arXiv:2004.05763
3DonNLPR
S-Measure· 2020-04-13
92
best: 94.2 (DFormer-L)
SOTA
UC-Net: Uncertainty Inspired RGB-D Saliency Detection via Conditional Variational Autoencoders arXiv:2004.05763
3DonDES
Average MAE· 2020-04-13
0.019
best: 0.013 (DFormer-L)
SOTA
UC-Net: Uncertainty Inspired RGB-D Saliency Detection via Conditional Variational Autoencoders arXiv:2004.05763
3DonDES
S-Measure· 2020-04-13
93.4
best: 94.8 (DFormer-L)
SOTA
UC-Net: Uncertainty Inspired RGB-D Saliency Detection via Conditional Variational Autoencoders arXiv:2004.05763
2D ClassificationonNJU2K
Average MAE· 2020-04-13
0.043
best: 0.023 (DFormer-L)
SOTA
UC-Net: Uncertainty Inspired RGB-D Saliency Detection via Conditional Variational Autoencoders arXiv:2004.05763
2D ClassificationonSTERE
Average MAE· 2020-04-13
0.039
best: 0.03 (DFormer-L)
SOTA
UC-Net: Uncertainty Inspired RGB-D Saliency Detection via Conditional Variational Autoencoders arXiv:2004.05763
2D ClassificationonSTERE
S-Measure· 2020-04-13
90.3
best: 92.3 (DFormer-L)
SOTA
UC-Net: Uncertainty Inspired RGB-D Saliency Detection via Conditional Variational Autoencoders arXiv:2004.05763
2D ClassificationonLFSD
Average MAE· 2020-04-13
0.066
best: 0.065 (UCNet-CVAE)
SOTA
UC-Net: Uncertainty Inspired RGB-D Saliency Detection via Conditional Variational Autoencoders arXiv:2004.05763
2D ClassificationonLFSD
S-Measure· 2020-04-13
86.4
best: 86.8 (UCNet-CVAE)
SOTA
UC-Net: Uncertainty Inspired RGB-D Saliency Detection via Conditional Variational Autoencoders arXiv:2004.05763
2D ClassificationonSIP
Average MAE· 2020-04-13
0.051
best: 0.032 (DFormer-L)
SOTA
UC-Net: Uncertainty Inspired RGB-D Saliency Detection via Conditional Variational Autoencoders arXiv:2004.05763
2D ClassificationonSIP
S-Measure· 2020-04-13
87.5
best: 91.5 (DFormer-L)
SOTA
UC-Net: Uncertainty Inspired RGB-D Saliency Detection via Conditional Variational Autoencoders arXiv:2004.05763
2D ClassificationonNLPR
Average MAE· 2020-04-13
0.025
best: 0.016 (DFormer-L)
SOTA
UC-Net: Uncertainty Inspired RGB-D Saliency Detection via Conditional Variational Autoencoders arXiv:2004.05763
2D ClassificationonNLPR
S-Measure· 2020-04-13
92
best: 94.2 (DFormer-L)
SOTA
UC-Net: Uncertainty Inspired RGB-D Saliency Detection via Conditional Variational Autoencoders arXiv:2004.05763
2D ClassificationonDES
Average MAE· 2020-04-13
0.019
best: 0.013 (DFormer-L)
SOTA
UC-Net: Uncertainty Inspired RGB-D Saliency Detection via Conditional Variational Autoencoders arXiv:2004.05763
2D ClassificationonDES
S-Measure· 2020-04-13
93.4
best: 94.8 (DFormer-L)
SOTA
UC-Net: Uncertainty Inspired RGB-D Saliency Detection via Conditional Variational Autoencoders arXiv:2004.05763
2D Object DetectiononNJU2K
Average MAE· 2020-04-13
0.043
best: 0.023 (DFormer-L)
SOTA
UC-Net: Uncertainty Inspired RGB-D Saliency Detection via Conditional Variational Autoencoders arXiv:2004.05763
2D Object DetectiononSTERE
Average MAE· 2020-04-13
0.039
best: 0.03 (DFormer-L)
SOTA
UC-Net: Uncertainty Inspired RGB-D Saliency Detection via Conditional Variational Autoencoders arXiv:2004.05763
2D Object DetectiononSTERE
S-Measure· 2020-04-13
90.3
best: 92.3 (DFormer-L)
SOTA
UC-Net: Uncertainty Inspired RGB-D Saliency Detection via Conditional Variational Autoencoders arXiv:2004.05763
2D Object DetectiononLFSD
Average MAE· 2020-04-13
0.066
best: 0.065 (UCNet-CVAE)
SOTA
UC-Net: Uncertainty Inspired RGB-D Saliency Detection via Conditional Variational Autoencoders arXiv:2004.05763
2D Object DetectiononLFSD
S-Measure· 2020-04-13
86.4
best: 86.8 (UCNet-CVAE)
SOTA
UC-Net: Uncertainty Inspired RGB-D Saliency Detection via Conditional Variational Autoencoders arXiv:2004.05763
2D Object DetectiononSIP
Average MAE· 2020-04-13
0.051
best: 0.032 (DFormer-L)
SOTA
UC-Net: Uncertainty Inspired RGB-D Saliency Detection via Conditional Variational Autoencoders arXiv:2004.05763
2D Object DetectiononSIP
S-Measure· 2020-04-13
87.5
best: 91.5 (DFormer-L)
SOTA
UC-Net: Uncertainty Inspired RGB-D Saliency Detection via Conditional Variational Autoencoders arXiv:2004.05763
2D Object DetectiononNLPR
Average MAE· 2020-04-13
0.025
best: 0.016 (DFormer-L)
SOTA
UC-Net: Uncertainty Inspired RGB-D Saliency Detection via Conditional Variational Autoencoders arXiv:2004.05763
2D Object DetectiononNLPR
S-Measure· 2020-04-13
92
best: 94.2 (DFormer-L)
SOTA
UC-Net: Uncertainty Inspired RGB-D Saliency Detection via Conditional Variational Autoencoders arXiv:2004.05763
2D Object DetectiononDES
Average MAE· 2020-04-13
0.019
best: 0.013 (DFormer-L)
SOTA
UC-Net: Uncertainty Inspired RGB-D Saliency Detection via Conditional Variational Autoencoders arXiv:2004.05763
2D Object DetectiononDES
S-Measure· 2020-04-13
93.4
best: 94.8 (DFormer-L)
SOTA
UC-Net: Uncertainty Inspired RGB-D Saliency Detection via Conditional Variational Autoencoders arXiv:2004.05763
16konNJU2K
Average MAE· 2020-04-13
0.043
best: 0.023 (DFormer-L)
SOTA
UC-Net: Uncertainty Inspired RGB-D Saliency Detection via Conditional Variational Autoencoders arXiv:2004.05763
16konSTERE
Average MAE· 2020-04-13
0.039
best: 0.03 (DFormer-L)
SOTA
UC-Net: Uncertainty Inspired RGB-D Saliency Detection via Conditional Variational Autoencoders arXiv:2004.05763
16konSTERE
S-Measure· 2020-04-13
90.3
best: 92.3 (DFormer-L)
SOTA
UC-Net: Uncertainty Inspired RGB-D Saliency Detection via Conditional Variational Autoencoders arXiv:2004.05763
16konLFSD
Average MAE· 2020-04-13
0.066
best: 0.065 (UCNet-CVAE)
SOTA
UC-Net: Uncertainty Inspired RGB-D Saliency Detection via Conditional Variational Autoencoders arXiv:2004.05763
16konLFSD
S-Measure· 2020-04-13
86.4
best: 86.8 (UCNet-CVAE)
SOTA
UC-Net: Uncertainty Inspired RGB-D Saliency Detection via Conditional Variational Autoencoders arXiv:2004.05763
16konSIP
Average MAE· 2020-04-13
0.051
best: 0.032 (DFormer-L)
SOTA
UC-Net: Uncertainty Inspired RGB-D Saliency Detection via Conditional Variational Autoencoders arXiv:2004.05763
16konSIP
S-Measure· 2020-04-13
87.5
best: 91.5 (DFormer-L)
SOTA
UC-Net: Uncertainty Inspired RGB-D Saliency Detection via Conditional Variational Autoencoders arXiv:2004.05763
16konNLPR
Average MAE· 2020-04-13
0.025
best: 0.016 (DFormer-L)
SOTA
UC-Net: Uncertainty Inspired RGB-D Saliency Detection via Conditional Variational Autoencoders arXiv:2004.05763
16konNLPR
S-Measure· 2020-04-13
92
best: 94.2 (DFormer-L)
SOTA
UC-Net: Uncertainty Inspired RGB-D Saliency Detection via Conditional Variational Autoencoders arXiv:2004.05763
16konDES
Average MAE· 2020-04-13
0.019
best: 0.013 (DFormer-L)
SOTA
UC-Net: Uncertainty Inspired RGB-D Saliency Detection via Conditional Variational Autoencoders arXiv:2004.05763
16konDES
S-Measure· 2020-04-13
93.4
best: 94.8 (DFormer-L)
SOTA
UC-Net: Uncertainty Inspired RGB-D Saliency Detection via Conditional Variational Autoencoders arXiv:2004.05763
3DonNJU2K
S-Measure· 2020-04-13
89.7
best: 93.7 (DFormer-L)
UC-Net: Uncertainty Inspired RGB-D Saliency Detection via Conditional Variational Autoencoders arXiv:2004.05763
2D ClassificationonNJU2K
S-Measure· 2020-04-13
89.7
best: 93.7 (DFormer-L)
UC-Net: Uncertainty Inspired RGB-D Saliency Detection via Conditional Variational Autoencoders arXiv:2004.05763
2D Object DetectiononNJU2K
S-Measure· 2020-04-13
89.7
best: 93.7 (DFormer-L)
UC-Net: Uncertainty Inspired RGB-D Saliency Detection via Conditional Variational Autoencoders arXiv:2004.05763
16konNJU2K
S-Measure· 2020-04-13
89.7
best: 93.7 (DFormer-L)
UC-Net: Uncertainty Inspired RGB-D Saliency Detection via Conditional Variational Autoencoders arXiv:2004.05763

Computer Vision12 results

Object DetectiononNJU2K
Average MAE· 2020-04-13
0.043
best: 0.023 (DFormer-L)
SOTA
UC-Net: Uncertainty Inspired RGB-D Saliency Detection via Conditional Variational Autoencoders arXiv:2004.05763
Object DetectiononSTERE
Average MAE· 2020-04-13
0.039
best: 0.03 (DFormer-L)
SOTA
UC-Net: Uncertainty Inspired RGB-D Saliency Detection via Conditional Variational Autoencoders arXiv:2004.05763
Object DetectiononSTERE
S-Measure· 2020-04-13
90.3
best: 92.3 (DFormer-L)
SOTA
UC-Net: Uncertainty Inspired RGB-D Saliency Detection via Conditional Variational Autoencoders arXiv:2004.05763
Object DetectiononLFSD
Average MAE· 2020-04-13
0.066
best: 0.065 (UCNet-CVAE)
SOTA
UC-Net: Uncertainty Inspired RGB-D Saliency Detection via Conditional Variational Autoencoders arXiv:2004.05763
Object DetectiononLFSD
S-Measure· 2020-04-13
86.4
best: 86.8 (UCNet-CVAE)
SOTA
UC-Net: Uncertainty Inspired RGB-D Saliency Detection via Conditional Variational Autoencoders arXiv:2004.05763
Object DetectiononSIP
Average MAE· 2020-04-13
0.051
best: 0.032 (DFormer-L)
SOTA
UC-Net: Uncertainty Inspired RGB-D Saliency Detection via Conditional Variational Autoencoders arXiv:2004.05763
Object DetectiononSIP
S-Measure· 2020-04-13
87.5
best: 91.5 (DFormer-L)
SOTA
UC-Net: Uncertainty Inspired RGB-D Saliency Detection via Conditional Variational Autoencoders arXiv:2004.05763
Object DetectiononNLPR
Average MAE· 2020-04-13
0.025
best: 0.016 (DFormer-L)
SOTA
UC-Net: Uncertainty Inspired RGB-D Saliency Detection via Conditional Variational Autoencoders arXiv:2004.05763
Object DetectiononNLPR
S-Measure· 2020-04-13
92
best: 94.2 (DFormer-L)
SOTA
UC-Net: Uncertainty Inspired RGB-D Saliency Detection via Conditional Variational Autoencoders arXiv:2004.05763
Object DetectiononDES
Average MAE· 2020-04-13
0.019
best: 0.013 (DFormer-L)
SOTA
UC-Net: Uncertainty Inspired RGB-D Saliency Detection via Conditional Variational Autoencoders arXiv:2004.05763
Object DetectiononDES
S-Measure· 2020-04-13
93.4
best: 94.8 (DFormer-L)
SOTA
UC-Net: Uncertainty Inspired RGB-D Saliency Detection via Conditional Variational Autoencoders arXiv:2004.05763
Object DetectiononNJU2K
S-Measure· 2020-04-13
89.7
best: 93.7 (DFormer-L)
UC-Net: Uncertainty Inspired RGB-D Saliency Detection via Conditional Variational Autoencoders arXiv:2004.05763