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Models/CoLANet

CoLANet

Reported on 100 benchmarks across 5 tasks · 1 paper

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

Methodology80 results

3DonNJU2K
Average MAE· 2024-07-09
0.029
best: 0.023 (DFormer-L)
CoLA: Conditional Dropout and Language-driven Robust Dual-modal Salient Object Detection arXiv:2407.06780
3DonNJU2K
S-Measure· 2024-07-09
93.4
best: 93.7 (DFormer-L)
CoLA: Conditional Dropout and Language-driven Robust Dual-modal Salient Object Detection arXiv:2407.06780
3DonNJU2K
max E-Measure· 2024-07-09
94.7
best: 96.4 (DFormer-L)
CoLA: Conditional Dropout and Language-driven Robust Dual-modal Salient Object Detection arXiv:2407.06780
3DonNJU2K
max F-Measure· 2024-07-09
91.3
best: 94.6 (DFormer-L)
CoLA: Conditional Dropout and Language-driven Robust Dual-modal Salient Object Detection arXiv:2407.06780
3DonSTERE
Average MAE· 2024-07-09
0.039
best: 0.03 (DFormer-L)
CoLA: Conditional Dropout and Language-driven Robust Dual-modal Salient Object Detection arXiv:2407.06780
3DonSTERE
S-Measure· 2024-07-09
90.8
best: 92.3 (DFormer-L)
CoLA: Conditional Dropout and Language-driven Robust Dual-modal Salient Object Detection arXiv:2407.06780
3DonSTERE
max E-Measure· 2024-07-09
94.1
best: 95.2 (DFormer-L)
CoLA: Conditional Dropout and Language-driven Robust Dual-modal Salient Object Detection arXiv:2407.06780
3DonSTERE
max F-Measure· 2024-07-09
88.9
best: 92.9 (DFormer-L)
CoLA: Conditional Dropout and Language-driven Robust Dual-modal Salient Object Detection arXiv:2407.06780
3DonSIP
Average MAE· 2024-07-09
0.042
best: 0.032 (DFormer-L)
CoLA: Conditional Dropout and Language-driven Robust Dual-modal Salient Object Detection arXiv:2407.06780
3DonSIP
S-Measure· 2024-07-09
89.5
best: 91.5 (DFormer-L)
CoLA: Conditional Dropout and Language-driven Robust Dual-modal Salient Object Detection arXiv:2407.06780
3DonSIP
max E-Measure· 2024-07-09
93.5
best: 95 (DFormer-L)
CoLA: Conditional Dropout and Language-driven Robust Dual-modal Salient Object Detection arXiv:2407.06780
3DonSIP
max F-Measure· 2024-07-09
89.4
best: 93.8 (DFormer-L)
CoLA: Conditional Dropout and Language-driven Robust Dual-modal Salient Object Detection arXiv:2407.06780
3DonNLPR
Average MAE· 2024-07-09
0.021
best: 0.016 (DFormer-L)
CoLA: Conditional Dropout and Language-driven Robust Dual-modal Salient Object Detection arXiv:2407.06780
3DonNLPR
S-Measure· 2024-07-09
93.5
best: 94.2 (DFormer-L)
CoLA: Conditional Dropout and Language-driven Robust Dual-modal Salient Object Detection arXiv:2407.06780
3DonNLPR
max E-Measure· 2024-07-09
95.7
best: 97.1 (DFormer-L)
CoLA: Conditional Dropout and Language-driven Robust Dual-modal Salient Object Detection arXiv:2407.06780
3DonNLPR
max F-Measure· 2024-07-09
90.9
best: 93.9 (DFormer-L)
CoLA: Conditional Dropout and Language-driven Robust Dual-modal Salient Object Detection arXiv:2407.06780
3DonDES
Average MAE· 2024-07-09
0.018
best: 0.013 (DFormer-L)
CoLA: Conditional Dropout and Language-driven Robust Dual-modal Salient Object Detection arXiv:2407.06780
3DonDES
S-Measure· 2024-07-09
93.5
best: 94.8 (DFormer-L)
CoLA: Conditional Dropout and Language-driven Robust Dual-modal Salient Object Detection arXiv:2407.06780
3DonDES
max E-Measure· 2024-07-09
96.3
best: 98 (DFormer-L)
CoLA: Conditional Dropout and Language-driven Robust Dual-modal Salient Object Detection arXiv:2407.06780
3DonDES
max F-Measure· 2024-07-09
92.5
best: 95.6 (DFormer-L)
CoLA: Conditional Dropout and Language-driven Robust Dual-modal Salient Object Detection arXiv:2407.06780
2D ClassificationonNJU2K
Average MAE· 2024-07-09
0.029
best: 0.023 (DFormer-L)
CoLA: Conditional Dropout and Language-driven Robust Dual-modal Salient Object Detection arXiv:2407.06780
2D ClassificationonNJU2K
S-Measure· 2024-07-09
93.4
best: 93.7 (DFormer-L)
CoLA: Conditional Dropout and Language-driven Robust Dual-modal Salient Object Detection arXiv:2407.06780
2D ClassificationonNJU2K
max E-Measure· 2024-07-09
94.7
best: 96.4 (DFormer-L)
CoLA: Conditional Dropout and Language-driven Robust Dual-modal Salient Object Detection arXiv:2407.06780
2D ClassificationonNJU2K
max F-Measure· 2024-07-09
91.3
best: 94.6 (DFormer-L)
CoLA: Conditional Dropout and Language-driven Robust Dual-modal Salient Object Detection arXiv:2407.06780
2D ClassificationonSTERE
Average MAE· 2024-07-09
0.039
best: 0.03 (DFormer-L)
CoLA: Conditional Dropout and Language-driven Robust Dual-modal Salient Object Detection arXiv:2407.06780
2D ClassificationonSTERE
S-Measure· 2024-07-09
90.8
best: 92.3 (DFormer-L)
CoLA: Conditional Dropout and Language-driven Robust Dual-modal Salient Object Detection arXiv:2407.06780
2D ClassificationonSTERE
max E-Measure· 2024-07-09
94.1
best: 95.2 (DFormer-L)
CoLA: Conditional Dropout and Language-driven Robust Dual-modal Salient Object Detection arXiv:2407.06780
2D ClassificationonSTERE
max F-Measure· 2024-07-09
88.9
best: 92.9 (DFormer-L)
CoLA: Conditional Dropout and Language-driven Robust Dual-modal Salient Object Detection arXiv:2407.06780
2D ClassificationonSIP
Average MAE· 2024-07-09
0.042
best: 0.032 (DFormer-L)
CoLA: Conditional Dropout and Language-driven Robust Dual-modal Salient Object Detection arXiv:2407.06780
2D ClassificationonSIP
S-Measure· 2024-07-09
89.5
best: 91.5 (DFormer-L)
CoLA: Conditional Dropout and Language-driven Robust Dual-modal Salient Object Detection arXiv:2407.06780
2D ClassificationonSIP
max E-Measure· 2024-07-09
93.5
best: 95 (DFormer-L)
CoLA: Conditional Dropout and Language-driven Robust Dual-modal Salient Object Detection arXiv:2407.06780
2D ClassificationonSIP
max F-Measure· 2024-07-09
89.4
best: 93.8 (DFormer-L)
CoLA: Conditional Dropout and Language-driven Robust Dual-modal Salient Object Detection arXiv:2407.06780
2D ClassificationonNLPR
Average MAE· 2024-07-09
0.021
best: 0.016 (DFormer-L)
CoLA: Conditional Dropout and Language-driven Robust Dual-modal Salient Object Detection arXiv:2407.06780
2D ClassificationonNLPR
S-Measure· 2024-07-09
93.5
best: 94.2 (DFormer-L)
CoLA: Conditional Dropout and Language-driven Robust Dual-modal Salient Object Detection arXiv:2407.06780
2D ClassificationonNLPR
max E-Measure· 2024-07-09
95.7
best: 97.1 (DFormer-L)
CoLA: Conditional Dropout and Language-driven Robust Dual-modal Salient Object Detection arXiv:2407.06780
2D ClassificationonNLPR
max F-Measure· 2024-07-09
90.9
best: 93.9 (DFormer-L)
CoLA: Conditional Dropout and Language-driven Robust Dual-modal Salient Object Detection arXiv:2407.06780
2D ClassificationonDES
Average MAE· 2024-07-09
0.018
best: 0.013 (DFormer-L)
CoLA: Conditional Dropout and Language-driven Robust Dual-modal Salient Object Detection arXiv:2407.06780
2D ClassificationonDES
S-Measure· 2024-07-09
93.5
best: 94.8 (DFormer-L)
CoLA: Conditional Dropout and Language-driven Robust Dual-modal Salient Object Detection arXiv:2407.06780
2D ClassificationonDES
max E-Measure· 2024-07-09
96.3
best: 98 (DFormer-L)
CoLA: Conditional Dropout and Language-driven Robust Dual-modal Salient Object Detection arXiv:2407.06780
2D ClassificationonDES
max F-Measure· 2024-07-09
92.5
best: 95.6 (DFormer-L)
CoLA: Conditional Dropout and Language-driven Robust Dual-modal Salient Object Detection arXiv:2407.06780
2D Object DetectiononNJU2K
Average MAE· 2024-07-09
0.029
best: 0.023 (DFormer-L)
CoLA: Conditional Dropout and Language-driven Robust Dual-modal Salient Object Detection arXiv:2407.06780
2D Object DetectiononNJU2K
S-Measure· 2024-07-09
93.4
best: 93.7 (DFormer-L)
CoLA: Conditional Dropout and Language-driven Robust Dual-modal Salient Object Detection arXiv:2407.06780
2D Object DetectiononNJU2K
max E-Measure· 2024-07-09
94.7
best: 96.4 (DFormer-L)
CoLA: Conditional Dropout and Language-driven Robust Dual-modal Salient Object Detection arXiv:2407.06780
2D Object DetectiononNJU2K
max F-Measure· 2024-07-09
91.3
best: 94.6 (DFormer-L)
CoLA: Conditional Dropout and Language-driven Robust Dual-modal Salient Object Detection arXiv:2407.06780
2D Object DetectiononSTERE
Average MAE· 2024-07-09
0.039
best: 0.03 (DFormer-L)
CoLA: Conditional Dropout and Language-driven Robust Dual-modal Salient Object Detection arXiv:2407.06780
2D Object DetectiononSTERE
S-Measure· 2024-07-09
90.8
best: 92.3 (DFormer-L)
CoLA: Conditional Dropout and Language-driven Robust Dual-modal Salient Object Detection arXiv:2407.06780
2D Object DetectiononSTERE
max E-Measure· 2024-07-09
94.1
best: 95.2 (DFormer-L)
CoLA: Conditional Dropout and Language-driven Robust Dual-modal Salient Object Detection arXiv:2407.06780
2D Object DetectiononSTERE
max F-Measure· 2024-07-09
88.9
best: 92.9 (DFormer-L)
CoLA: Conditional Dropout and Language-driven Robust Dual-modal Salient Object Detection arXiv:2407.06780
2D Object DetectiononSIP
Average MAE· 2024-07-09
0.042
best: 0.032 (DFormer-L)
CoLA: Conditional Dropout and Language-driven Robust Dual-modal Salient Object Detection arXiv:2407.06780
2D Object DetectiononSIP
S-Measure· 2024-07-09
89.5
best: 91.5 (DFormer-L)
CoLA: Conditional Dropout and Language-driven Robust Dual-modal Salient Object Detection arXiv:2407.06780
2D Object DetectiononSIP
max E-Measure· 2024-07-09
93.5
best: 95 (DFormer-L)
CoLA: Conditional Dropout and Language-driven Robust Dual-modal Salient Object Detection arXiv:2407.06780
2D Object DetectiononSIP
max F-Measure· 2024-07-09
89.4
best: 93.8 (DFormer-L)
CoLA: Conditional Dropout and Language-driven Robust Dual-modal Salient Object Detection arXiv:2407.06780
2D Object DetectiononNLPR
Average MAE· 2024-07-09
0.021
best: 0.016 (DFormer-L)
CoLA: Conditional Dropout and Language-driven Robust Dual-modal Salient Object Detection arXiv:2407.06780
2D Object DetectiononNLPR
S-Measure· 2024-07-09
93.5
best: 94.2 (DFormer-L)
CoLA: Conditional Dropout and Language-driven Robust Dual-modal Salient Object Detection arXiv:2407.06780
2D Object DetectiononNLPR
max E-Measure· 2024-07-09
95.7
best: 97.1 (DFormer-L)
CoLA: Conditional Dropout and Language-driven Robust Dual-modal Salient Object Detection arXiv:2407.06780
2D Object DetectiononNLPR
max F-Measure· 2024-07-09
90.9
best: 93.9 (DFormer-L)
CoLA: Conditional Dropout and Language-driven Robust Dual-modal Salient Object Detection arXiv:2407.06780
2D Object DetectiononDES
Average MAE· 2024-07-09
0.018
best: 0.013 (DFormer-L)
CoLA: Conditional Dropout and Language-driven Robust Dual-modal Salient Object Detection arXiv:2407.06780
2D Object DetectiononDES
S-Measure· 2024-07-09
93.5
best: 94.8 (DFormer-L)
CoLA: Conditional Dropout and Language-driven Robust Dual-modal Salient Object Detection arXiv:2407.06780
2D Object DetectiononDES
max E-Measure· 2024-07-09
96.3
best: 98 (DFormer-L)
CoLA: Conditional Dropout and Language-driven Robust Dual-modal Salient Object Detection arXiv:2407.06780
2D Object DetectiononDES
max F-Measure· 2024-07-09
92.5
best: 95.6 (DFormer-L)
CoLA: Conditional Dropout and Language-driven Robust Dual-modal Salient Object Detection arXiv:2407.06780
16konNJU2K
Average MAE· 2024-07-09
0.029
best: 0.023 (DFormer-L)
CoLA: Conditional Dropout and Language-driven Robust Dual-modal Salient Object Detection arXiv:2407.06780
16konNJU2K
S-Measure· 2024-07-09
93.4
best: 93.7 (DFormer-L)
CoLA: Conditional Dropout and Language-driven Robust Dual-modal Salient Object Detection arXiv:2407.06780
16konNJU2K
max E-Measure· 2024-07-09
94.7
best: 96.4 (DFormer-L)
CoLA: Conditional Dropout and Language-driven Robust Dual-modal Salient Object Detection arXiv:2407.06780
16konNJU2K
max F-Measure· 2024-07-09
91.3
best: 94.6 (DFormer-L)
CoLA: Conditional Dropout and Language-driven Robust Dual-modal Salient Object Detection arXiv:2407.06780
16konSTERE
Average MAE· 2024-07-09
0.039
best: 0.03 (DFormer-L)
CoLA: Conditional Dropout and Language-driven Robust Dual-modal Salient Object Detection arXiv:2407.06780
16konSTERE
S-Measure· 2024-07-09
90.8
best: 92.3 (DFormer-L)
CoLA: Conditional Dropout and Language-driven Robust Dual-modal Salient Object Detection arXiv:2407.06780
16konSTERE
max E-Measure· 2024-07-09
94.1
best: 95.2 (DFormer-L)
CoLA: Conditional Dropout and Language-driven Robust Dual-modal Salient Object Detection arXiv:2407.06780
16konSTERE
max F-Measure· 2024-07-09
88.9
best: 92.9 (DFormer-L)
CoLA: Conditional Dropout and Language-driven Robust Dual-modal Salient Object Detection arXiv:2407.06780
16konSIP
Average MAE· 2024-07-09
0.042
best: 0.032 (DFormer-L)
CoLA: Conditional Dropout and Language-driven Robust Dual-modal Salient Object Detection arXiv:2407.06780
16konSIP
S-Measure· 2024-07-09
89.5
best: 91.5 (DFormer-L)
CoLA: Conditional Dropout and Language-driven Robust Dual-modal Salient Object Detection arXiv:2407.06780
16konSIP
max E-Measure· 2024-07-09
93.5
best: 95 (DFormer-L)
CoLA: Conditional Dropout and Language-driven Robust Dual-modal Salient Object Detection arXiv:2407.06780
16konSIP
max F-Measure· 2024-07-09
89.4
best: 93.8 (DFormer-L)
CoLA: Conditional Dropout and Language-driven Robust Dual-modal Salient Object Detection arXiv:2407.06780
16konNLPR
Average MAE· 2024-07-09
0.021
best: 0.016 (DFormer-L)
CoLA: Conditional Dropout and Language-driven Robust Dual-modal Salient Object Detection arXiv:2407.06780
16konNLPR
S-Measure· 2024-07-09
93.5
best: 94.2 (DFormer-L)
CoLA: Conditional Dropout and Language-driven Robust Dual-modal Salient Object Detection arXiv:2407.06780
16konNLPR
max E-Measure· 2024-07-09
95.7
best: 97.1 (DFormer-L)
CoLA: Conditional Dropout and Language-driven Robust Dual-modal Salient Object Detection arXiv:2407.06780
16konNLPR
max F-Measure· 2024-07-09
90.9
best: 93.9 (DFormer-L)
CoLA: Conditional Dropout and Language-driven Robust Dual-modal Salient Object Detection arXiv:2407.06780
16konDES
Average MAE· 2024-07-09
0.018
best: 0.013 (DFormer-L)
CoLA: Conditional Dropout and Language-driven Robust Dual-modal Salient Object Detection arXiv:2407.06780
16konDES
S-Measure· 2024-07-09
93.5
best: 94.8 (DFormer-L)
CoLA: Conditional Dropout and Language-driven Robust Dual-modal Salient Object Detection arXiv:2407.06780
16konDES
max E-Measure· 2024-07-09
96.3
best: 98 (DFormer-L)
CoLA: Conditional Dropout and Language-driven Robust Dual-modal Salient Object Detection arXiv:2407.06780
16konDES
max F-Measure· 2024-07-09
92.5
best: 95.6 (DFormer-L)
CoLA: Conditional Dropout and Language-driven Robust Dual-modal Salient Object Detection arXiv:2407.06780

Computer Vision20 results

Object DetectiononNJU2K
Average MAE· 2024-07-09
0.029
best: 0.023 (DFormer-L)
CoLA: Conditional Dropout and Language-driven Robust Dual-modal Salient Object Detection arXiv:2407.06780
Object DetectiononNJU2K
S-Measure· 2024-07-09
93.4
best: 93.7 (DFormer-L)
CoLA: Conditional Dropout and Language-driven Robust Dual-modal Salient Object Detection arXiv:2407.06780
Object DetectiononNJU2K
max E-Measure· 2024-07-09
94.7
best: 96.4 (DFormer-L)
CoLA: Conditional Dropout and Language-driven Robust Dual-modal Salient Object Detection arXiv:2407.06780
Object DetectiononNJU2K
max F-Measure· 2024-07-09
91.3
best: 94.6 (DFormer-L)
CoLA: Conditional Dropout and Language-driven Robust Dual-modal Salient Object Detection arXiv:2407.06780
Object DetectiononSTERE
Average MAE· 2024-07-09
0.039
best: 0.03 (DFormer-L)
CoLA: Conditional Dropout and Language-driven Robust Dual-modal Salient Object Detection arXiv:2407.06780
Object DetectiononSTERE
S-Measure· 2024-07-09
90.8
best: 92.3 (DFormer-L)
CoLA: Conditional Dropout and Language-driven Robust Dual-modal Salient Object Detection arXiv:2407.06780
Object DetectiononSTERE
max E-Measure· 2024-07-09
94.1
best: 95.2 (DFormer-L)
CoLA: Conditional Dropout and Language-driven Robust Dual-modal Salient Object Detection arXiv:2407.06780
Object DetectiononSTERE
max F-Measure· 2024-07-09
88.9
best: 92.9 (DFormer-L)
CoLA: Conditional Dropout and Language-driven Robust Dual-modal Salient Object Detection arXiv:2407.06780
Object DetectiononSIP
Average MAE· 2024-07-09
0.042
best: 0.032 (DFormer-L)
CoLA: Conditional Dropout and Language-driven Robust Dual-modal Salient Object Detection arXiv:2407.06780
Object DetectiononSIP
S-Measure· 2024-07-09
89.5
best: 91.5 (DFormer-L)
CoLA: Conditional Dropout and Language-driven Robust Dual-modal Salient Object Detection arXiv:2407.06780
Object DetectiononSIP
max E-Measure· 2024-07-09
93.5
best: 95 (DFormer-L)
CoLA: Conditional Dropout and Language-driven Robust Dual-modal Salient Object Detection arXiv:2407.06780
Object DetectiononSIP
max F-Measure· 2024-07-09
89.4
best: 93.8 (DFormer-L)
CoLA: Conditional Dropout and Language-driven Robust Dual-modal Salient Object Detection arXiv:2407.06780
Object DetectiononNLPR
Average MAE· 2024-07-09
0.021
best: 0.016 (DFormer-L)
CoLA: Conditional Dropout and Language-driven Robust Dual-modal Salient Object Detection arXiv:2407.06780
Object DetectiononNLPR
S-Measure· 2024-07-09
93.5
best: 94.2 (DFormer-L)
CoLA: Conditional Dropout and Language-driven Robust Dual-modal Salient Object Detection arXiv:2407.06780
Object DetectiononNLPR
max E-Measure· 2024-07-09
95.7
best: 97.1 (DFormer-L)
CoLA: Conditional Dropout and Language-driven Robust Dual-modal Salient Object Detection arXiv:2407.06780
Object DetectiononNLPR
max F-Measure· 2024-07-09
90.9
best: 93.9 (DFormer-L)
CoLA: Conditional Dropout and Language-driven Robust Dual-modal Salient Object Detection arXiv:2407.06780
Object DetectiononDES
Average MAE· 2024-07-09
0.018
best: 0.013 (DFormer-L)
CoLA: Conditional Dropout and Language-driven Robust Dual-modal Salient Object Detection arXiv:2407.06780
Object DetectiononDES
S-Measure· 2024-07-09
93.5
best: 94.8 (DFormer-L)
CoLA: Conditional Dropout and Language-driven Robust Dual-modal Salient Object Detection arXiv:2407.06780
Object DetectiononDES
max E-Measure· 2024-07-09
96.3
best: 98 (DFormer-L)
CoLA: Conditional Dropout and Language-driven Robust Dual-modal Salient Object Detection arXiv:2407.06780
Object DetectiononDES
max F-Measure· 2024-07-09
92.5
best: 95.6 (DFormer-L)
CoLA: Conditional Dropout and Language-driven Robust Dual-modal Salient Object Detection arXiv:2407.06780