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Models/M3Net-S

M3Net-S

Reported on 90 benchmarks across 6 tasks · 1 paper · 48 SOTA

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

Methodology60 results

3DonECSSD
MAE· 2023-09-15
0.021
SOTA
M$^3$Net: Multilevel, Mixed and Multistage Attention Network for Salient Object Detection arXiv:2309.08365
3DonECSSD
S-Measure· 2023-09-15
0.948
SOTA
M$^3$Net: Multilevel, Mixed and Multistage Attention Network for Salient Object Detection arXiv:2309.08365
3DonECSSD
Weighted F-Measure· 2023-09-15
0.947
SOTA
M$^3$Net: Multilevel, Mixed and Multistage Attention Network for Salient Object Detection arXiv:2309.08365
3DonPASCAL-S
Weighted F-Measure· 2023-09-15
0.864
SOTA
M$^3$Net: Multilevel, Mixed and Multistage Attention Network for Salient Object Detection arXiv:2309.08365
3DonHKU-IS
MAE· 2023-09-15
0.019
SOTA
M$^3$Net: Multilevel, Mixed and Multistage Attention Network for Salient Object Detection arXiv:2309.08365
3DonHKU-IS
Weighted F-Measure· 2023-09-15
0.937
SOTA
M$^3$Net: Multilevel, Mixed and Multistage Attention Network for Salient Object Detection arXiv:2309.08365
3DonDUTS-TE
Weighted F-Measure· 2023-09-15
0.902
best: 0.92 (BiRefNet (DUTS, HRSOD, UHRSD))
SOTA
M$^3$Net: Multilevel, Mixed and Multistage Attention Network for Salient Object Detection arXiv:2309.08365
3DonDUT-OMRON
Weighted F-Measure· 2023-09-15
0.811
best: 0.815 (BiRefNet (DUTS, HRSOD, UHRSD))
SOTA
M$^3$Net: Multilevel, Mixed and Multistage Attention Network for Salient Object Detection arXiv:2309.08365
2D ClassificationonECSSD
MAE· 2023-09-15
0.021
SOTA
M$^3$Net: Multilevel, Mixed and Multistage Attention Network for Salient Object Detection arXiv:2309.08365
2D ClassificationonECSSD
S-Measure· 2023-09-15
0.948
SOTA
M$^3$Net: Multilevel, Mixed and Multistage Attention Network for Salient Object Detection arXiv:2309.08365
2D ClassificationonECSSD
Weighted F-Measure· 2023-09-15
0.947
SOTA
M$^3$Net: Multilevel, Mixed and Multistage Attention Network for Salient Object Detection arXiv:2309.08365
2D ClassificationonPASCAL-S
Weighted F-Measure· 2023-09-15
0.864
SOTA
M$^3$Net: Multilevel, Mixed and Multistage Attention Network for Salient Object Detection arXiv:2309.08365
2D ClassificationonHKU-IS
MAE· 2023-09-15
0.019
SOTA
M$^3$Net: Multilevel, Mixed and Multistage Attention Network for Salient Object Detection arXiv:2309.08365
2D ClassificationonHKU-IS
Weighted F-Measure· 2023-09-15
0.937
SOTA
M$^3$Net: Multilevel, Mixed and Multistage Attention Network for Salient Object Detection arXiv:2309.08365
2D ClassificationonDUTS-TE
Weighted F-Measure· 2023-09-15
0.902
best: 0.92 (BiRefNet (DUTS, HRSOD, UHRSD))
SOTA
M$^3$Net: Multilevel, Mixed and Multistage Attention Network for Salient Object Detection arXiv:2309.08365
2D ClassificationonDUT-OMRON
Weighted F-Measure· 2023-09-15
0.811
best: 0.815 (BiRefNet (DUTS, HRSOD, UHRSD))
SOTA
M$^3$Net: Multilevel, Mixed and Multistage Attention Network for Salient Object Detection arXiv:2309.08365
2D Object DetectiononECSSD
MAE· 2023-09-15
0.021
SOTA
M$^3$Net: Multilevel, Mixed and Multistage Attention Network for Salient Object Detection arXiv:2309.08365
2D Object DetectiononECSSD
S-Measure· 2023-09-15
0.948
SOTA
M$^3$Net: Multilevel, Mixed and Multistage Attention Network for Salient Object Detection arXiv:2309.08365
2D Object DetectiononECSSD
Weighted F-Measure· 2023-09-15
0.947
SOTA
M$^3$Net: Multilevel, Mixed and Multistage Attention Network for Salient Object Detection arXiv:2309.08365
2D Object DetectiononPASCAL-S
Weighted F-Measure· 2023-09-15
0.864
SOTA
M$^3$Net: Multilevel, Mixed and Multistage Attention Network for Salient Object Detection arXiv:2309.08365
2D Object DetectiononHKU-IS
MAE· 2023-09-15
0.019
SOTA
M$^3$Net: Multilevel, Mixed and Multistage Attention Network for Salient Object Detection arXiv:2309.08365
2D Object DetectiononHKU-IS
Weighted F-Measure· 2023-09-15
0.937
SOTA
M$^3$Net: Multilevel, Mixed and Multistage Attention Network for Salient Object Detection arXiv:2309.08365
2D Object DetectiononDUTS-TE
Weighted F-Measure· 2023-09-15
0.902
best: 0.92 (BiRefNet (DUTS, HRSOD, UHRSD))
SOTA
M$^3$Net: Multilevel, Mixed and Multistage Attention Network for Salient Object Detection arXiv:2309.08365
2D Object DetectiononDUT-OMRON
Weighted F-Measure· 2023-09-15
0.811
best: 0.815 (BiRefNet (DUTS, HRSOD, UHRSD))
SOTA
M$^3$Net: Multilevel, Mixed and Multistage Attention Network for Salient Object Detection arXiv:2309.08365
16konECSSD
MAE· 2023-09-15
0.021
SOTA
M$^3$Net: Multilevel, Mixed and Multistage Attention Network for Salient Object Detection arXiv:2309.08365
16konECSSD
S-Measure· 2023-09-15
0.948
SOTA
M$^3$Net: Multilevel, Mixed and Multistage Attention Network for Salient Object Detection arXiv:2309.08365
16konECSSD
Weighted F-Measure· 2023-09-15
0.947
SOTA
M$^3$Net: Multilevel, Mixed and Multistage Attention Network for Salient Object Detection arXiv:2309.08365
16konPASCAL-S
Weighted F-Measure· 2023-09-15
0.864
SOTA
M$^3$Net: Multilevel, Mixed and Multistage Attention Network for Salient Object Detection arXiv:2309.08365
16konHKU-IS
MAE· 2023-09-15
0.019
SOTA
M$^3$Net: Multilevel, Mixed and Multistage Attention Network for Salient Object Detection arXiv:2309.08365
16konHKU-IS
Weighted F-Measure· 2023-09-15
0.937
SOTA
M$^3$Net: Multilevel, Mixed and Multistage Attention Network for Salient Object Detection arXiv:2309.08365
16konDUTS-TE
Weighted F-Measure· 2023-09-15
0.902
best: 0.92 (BiRefNet (DUTS, HRSOD, UHRSD))
SOTA
M$^3$Net: Multilevel, Mixed and Multistage Attention Network for Salient Object Detection arXiv:2309.08365
16konDUT-OMRON
Weighted F-Measure· 2023-09-15
0.811
best: 0.815 (BiRefNet (DUTS, HRSOD, UHRSD))
SOTA
M$^3$Net: Multilevel, Mixed and Multistage Attention Network for Salient Object Detection arXiv:2309.08365
3DonPASCAL-S
MAE· 2023-09-15
0.047
best: 0.039 (CFDN)
M$^3$Net: Multilevel, Mixed and Multistage Attention Network for Salient Object Detection arXiv:2309.08365
3DonPASCAL-S
S-Measure· 2023-09-15
0.889
best: 0.894 (CFDN)
M$^3$Net: Multilevel, Mixed and Multistage Attention Network for Salient Object Detection arXiv:2309.08365
3DonHKU-IS
S-Measure· 2023-09-15
0.943
best: 0.944 (InSPyReNet)
M$^3$Net: Multilevel, Mixed and Multistage Attention Network for Salient Object Detection arXiv:2309.08365
3DonDUTS-TE
MAE· 2023-09-15
0.024
best: 0.018 (BiRefNet (DUTS, HRSOD, UHRSD))
M$^3$Net: Multilevel, Mixed and Multistage Attention Network for Salient Object Detection arXiv:2309.08365
3DonDUTS-TE
S-Measure· 2023-09-15
0.927
best: 0.944 (BiRefNet (DUTS, HRSOD, UHRSD))
M$^3$Net: Multilevel, Mixed and Multistage Attention Network for Salient Object Detection arXiv:2309.08365
3DonDUT-OMRON
MAE· 2023-09-15
0.045
best: 0.036 (BiRefNet (DUTS, UHRSD))
M$^3$Net: Multilevel, Mixed and Multistage Attention Network for Salient Object Detection arXiv:2309.08365
3DonDUT-OMRON
S-Measure· 2023-09-15
0.872
best: 0.882 (BiRefNet (DUTS, HRSOD, UHRSD))
M$^3$Net: Multilevel, Mixed and Multistage Attention Network for Salient Object Detection arXiv:2309.08365
2D ClassificationonPASCAL-S
MAE· 2023-09-15
0.047
best: 0.039 (CFDN)
M$^3$Net: Multilevel, Mixed and Multistage Attention Network for Salient Object Detection arXiv:2309.08365
2D ClassificationonPASCAL-S
S-Measure· 2023-09-15
0.889
best: 0.894 (CFDN)
M$^3$Net: Multilevel, Mixed and Multistage Attention Network for Salient Object Detection arXiv:2309.08365
2D ClassificationonHKU-IS
S-Measure· 2023-09-15
0.943
best: 0.944 (InSPyReNet)
M$^3$Net: Multilevel, Mixed and Multistage Attention Network for Salient Object Detection arXiv:2309.08365
2D ClassificationonDUTS-TE
MAE· 2023-09-15
0.024
best: 0.018 (BiRefNet (DUTS, HRSOD, UHRSD))
M$^3$Net: Multilevel, Mixed and Multistage Attention Network for Salient Object Detection arXiv:2309.08365
2D ClassificationonDUTS-TE
S-Measure· 2023-09-15
0.927
best: 0.944 (BiRefNet (DUTS, HRSOD, UHRSD))
M$^3$Net: Multilevel, Mixed and Multistage Attention Network for Salient Object Detection arXiv:2309.08365
2D ClassificationonDUT-OMRON
MAE· 2023-09-15
0.045
best: 0.036 (BiRefNet (DUTS, UHRSD))
M$^3$Net: Multilevel, Mixed and Multistage Attention Network for Salient Object Detection arXiv:2309.08365
2D ClassificationonDUT-OMRON
S-Measure· 2023-09-15
0.872
best: 0.882 (BiRefNet (DUTS, HRSOD, UHRSD))
M$^3$Net: Multilevel, Mixed and Multistage Attention Network for Salient Object Detection arXiv:2309.08365
2D Object DetectiononPASCAL-S
MAE· 2023-09-15
0.047
best: 0.039 (CFDN)
M$^3$Net: Multilevel, Mixed and Multistage Attention Network for Salient Object Detection arXiv:2309.08365
2D Object DetectiononPASCAL-S
S-Measure· 2023-09-15
0.889
best: 0.894 (CFDN)
M$^3$Net: Multilevel, Mixed and Multistage Attention Network for Salient Object Detection arXiv:2309.08365
2D Object DetectiononHKU-IS
S-Measure· 2023-09-15
0.943
best: 0.944 (InSPyReNet)
M$^3$Net: Multilevel, Mixed and Multistage Attention Network for Salient Object Detection arXiv:2309.08365
2D Object DetectiononDUTS-TE
MAE· 2023-09-15
0.024
best: 0.018 (BiRefNet (DUTS, HRSOD, UHRSD))
M$^3$Net: Multilevel, Mixed and Multistage Attention Network for Salient Object Detection arXiv:2309.08365
2D Object DetectiononDUTS-TE
S-Measure· 2023-09-15
0.927
best: 0.944 (BiRefNet (DUTS, HRSOD, UHRSD))
M$^3$Net: Multilevel, Mixed and Multistage Attention Network for Salient Object Detection arXiv:2309.08365
2D Object DetectiononDUT-OMRON
MAE· 2023-09-15
0.045
best: 0.036 (BiRefNet (DUTS, UHRSD))
M$^3$Net: Multilevel, Mixed and Multistage Attention Network for Salient Object Detection arXiv:2309.08365
2D Object DetectiononDUT-OMRON
S-Measure· 2023-09-15
0.872
best: 0.882 (BiRefNet (DUTS, HRSOD, UHRSD))
M$^3$Net: Multilevel, Mixed and Multistage Attention Network for Salient Object Detection arXiv:2309.08365
16konPASCAL-S
MAE· 2023-09-15
0.047
best: 0.039 (CFDN)
M$^3$Net: Multilevel, Mixed and Multistage Attention Network for Salient Object Detection arXiv:2309.08365
16konPASCAL-S
S-Measure· 2023-09-15
0.889
best: 0.894 (CFDN)
M$^3$Net: Multilevel, Mixed and Multistage Attention Network for Salient Object Detection arXiv:2309.08365
16konHKU-IS
S-Measure· 2023-09-15
0.943
best: 0.944 (InSPyReNet)
M$^3$Net: Multilevel, Mixed and Multistage Attention Network for Salient Object Detection arXiv:2309.08365
16konDUTS-TE
MAE· 2023-09-15
0.024
best: 0.018 (BiRefNet (DUTS, HRSOD, UHRSD))
M$^3$Net: Multilevel, Mixed and Multistage Attention Network for Salient Object Detection arXiv:2309.08365
16konDUTS-TE
S-Measure· 2023-09-15
0.927
best: 0.944 (BiRefNet (DUTS, HRSOD, UHRSD))
M$^3$Net: Multilevel, Mixed and Multistage Attention Network for Salient Object Detection arXiv:2309.08365
16konDUT-OMRON
MAE· 2023-09-15
0.045
best: 0.036 (BiRefNet (DUTS, UHRSD))
M$^3$Net: Multilevel, Mixed and Multistage Attention Network for Salient Object Detection arXiv:2309.08365
16konDUT-OMRON
S-Measure· 2023-09-15
0.872
best: 0.882 (BiRefNet (DUTS, HRSOD, UHRSD))
M$^3$Net: Multilevel, Mixed and Multistage Attention Network for Salient Object Detection arXiv:2309.08365

Computer Vision30 results

Object DetectiononECSSD
MAE· 2023-09-15
0.021
SOTA
M$^3$Net: Multilevel, Mixed and Multistage Attention Network for Salient Object Detection arXiv:2309.08365
Object DetectiononECSSD
S-Measure· 2023-09-15
0.948
SOTA
M$^3$Net: Multilevel, Mixed and Multistage Attention Network for Salient Object Detection arXiv:2309.08365
Object DetectiononECSSD
Weighted F-Measure· 2023-09-15
0.947
SOTA
M$^3$Net: Multilevel, Mixed and Multistage Attention Network for Salient Object Detection arXiv:2309.08365
Object DetectiononPASCAL-S
Weighted F-Measure· 2023-09-15
0.864
SOTA
M$^3$Net: Multilevel, Mixed and Multistage Attention Network for Salient Object Detection arXiv:2309.08365
Object DetectiononHKU-IS
MAE· 2023-09-15
0.019
SOTA
M$^3$Net: Multilevel, Mixed and Multistage Attention Network for Salient Object Detection arXiv:2309.08365
Object DetectiononHKU-IS
Weighted F-Measure· 2023-09-15
0.937
SOTA
M$^3$Net: Multilevel, Mixed and Multistage Attention Network for Salient Object Detection arXiv:2309.08365
Object DetectiononDUTS-TE
Weighted F-Measure· 2023-09-15
0.902
best: 0.92 (BiRefNet (DUTS, HRSOD, UHRSD))
SOTA
M$^3$Net: Multilevel, Mixed and Multistage Attention Network for Salient Object Detection arXiv:2309.08365
Object DetectiononDUT-OMRON
Weighted F-Measure· 2023-09-15
0.811
best: 0.815 (BiRefNet (DUTS, HRSOD, UHRSD))
SOTA
M$^3$Net: Multilevel, Mixed and Multistage Attention Network for Salient Object Detection arXiv:2309.08365
RGB Salient Object DetectiononECSSD
MAE· 2023-09-15
0.021
SOTA
M$^3$Net: Multilevel, Mixed and Multistage Attention Network for Salient Object Detection arXiv:2309.08365
RGB Salient Object DetectiononECSSD
S-Measure· 2023-09-15
0.948
SOTA
M$^3$Net: Multilevel, Mixed and Multistage Attention Network for Salient Object Detection arXiv:2309.08365
RGB Salient Object DetectiononECSSD
Weighted F-Measure· 2023-09-15
0.947
SOTA
M$^3$Net: Multilevel, Mixed and Multistage Attention Network for Salient Object Detection arXiv:2309.08365
RGB Salient Object DetectiononPASCAL-S
Weighted F-Measure· 2023-09-15
0.864
SOTA
M$^3$Net: Multilevel, Mixed and Multistage Attention Network for Salient Object Detection arXiv:2309.08365
RGB Salient Object DetectiononHKU-IS
MAE· 2023-09-15
0.019
SOTA
M$^3$Net: Multilevel, Mixed and Multistage Attention Network for Salient Object Detection arXiv:2309.08365
RGB Salient Object DetectiononHKU-IS
Weighted F-Measure· 2023-09-15
0.937
SOTA
M$^3$Net: Multilevel, Mixed and Multistage Attention Network for Salient Object Detection arXiv:2309.08365
RGB Salient Object DetectiononDUTS-TE
Weighted F-Measure· 2023-09-15
0.902
best: 0.92 (BiRefNet (DUTS, HRSOD, UHRSD))
SOTA
M$^3$Net: Multilevel, Mixed and Multistage Attention Network for Salient Object Detection arXiv:2309.08365
RGB Salient Object DetectiononDUT-OMRON
Weighted F-Measure· 2023-09-15
0.811
best: 0.815 (BiRefNet (DUTS, HRSOD, UHRSD))
SOTA
M$^3$Net: Multilevel, Mixed and Multistage Attention Network for Salient Object Detection arXiv:2309.08365
Object DetectiononPASCAL-S
MAE· 2023-09-15
0.047
best: 0.039 (CFDN)
M$^3$Net: Multilevel, Mixed and Multistage Attention Network for Salient Object Detection arXiv:2309.08365
Object DetectiononPASCAL-S
S-Measure· 2023-09-15
0.889
best: 0.894 (CFDN)
M$^3$Net: Multilevel, Mixed and Multistage Attention Network for Salient Object Detection arXiv:2309.08365
Object DetectiononHKU-IS
S-Measure· 2023-09-15
0.943
best: 0.944 (InSPyReNet)
M$^3$Net: Multilevel, Mixed and Multistage Attention Network for Salient Object Detection arXiv:2309.08365
Object DetectiononDUTS-TE
MAE· 2023-09-15
0.024
best: 0.018 (BiRefNet (DUTS, HRSOD, UHRSD))
M$^3$Net: Multilevel, Mixed and Multistage Attention Network for Salient Object Detection arXiv:2309.08365
Object DetectiononDUTS-TE
S-Measure· 2023-09-15
0.927
best: 0.944 (BiRefNet (DUTS, HRSOD, UHRSD))
M$^3$Net: Multilevel, Mixed and Multistage Attention Network for Salient Object Detection arXiv:2309.08365
Object DetectiononDUT-OMRON
MAE· 2023-09-15
0.045
best: 0.036 (BiRefNet (DUTS, UHRSD))
M$^3$Net: Multilevel, Mixed and Multistage Attention Network for Salient Object Detection arXiv:2309.08365
Object DetectiononDUT-OMRON
S-Measure· 2023-09-15
0.872
best: 0.882 (BiRefNet (DUTS, HRSOD, UHRSD))
M$^3$Net: Multilevel, Mixed and Multistage Attention Network for Salient Object Detection arXiv:2309.08365
RGB Salient Object DetectiononPASCAL-S
MAE· 2023-09-15
0.047
best: 0.039 (CFDN)
M$^3$Net: Multilevel, Mixed and Multistage Attention Network for Salient Object Detection arXiv:2309.08365
RGB Salient Object DetectiononPASCAL-S
S-Measure· 2023-09-15
0.889
best: 0.894 (CFDN)
M$^3$Net: Multilevel, Mixed and Multistage Attention Network for Salient Object Detection arXiv:2309.08365
RGB Salient Object DetectiononHKU-IS
S-Measure· 2023-09-15
0.943
best: 0.944 (InSPyReNet)
M$^3$Net: Multilevel, Mixed and Multistage Attention Network for Salient Object Detection arXiv:2309.08365
RGB Salient Object DetectiononDUTS-TE
MAE· 2023-09-15
0.024
best: 0.018 (BiRefNet (DUTS, HRSOD, UHRSD))
M$^3$Net: Multilevel, Mixed and Multistage Attention Network for Salient Object Detection arXiv:2309.08365
RGB Salient Object DetectiononDUTS-TE
S-Measure· 2023-09-15
0.927
best: 0.944 (BiRefNet (DUTS, HRSOD, UHRSD))
M$^3$Net: Multilevel, Mixed and Multistage Attention Network for Salient Object Detection arXiv:2309.08365
RGB Salient Object DetectiononDUT-OMRON
MAE· 2023-09-15
0.045
best: 0.036 (BiRefNet (DUTS, UHRSD))
M$^3$Net: Multilevel, Mixed and Multistage Attention Network for Salient Object Detection arXiv:2309.08365
RGB Salient Object DetectiononDUT-OMRON
S-Measure· 2023-09-15
0.872
best: 0.882 (BiRefNet (DUTS, HRSOD, UHRSD))
M$^3$Net: Multilevel, Mixed and Multistage Attention Network for Salient Object Detection arXiv:2309.08365