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Models/DCL

DCL

Reported on 21 benchmarks across 8 tasks · 2 papers · 13 SOTA

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

Methodology8 results

3DonDUTS-TE
MAE· 2016-03-07
0.081
best: 0.018 (BiRefNet (DUTS, HRSOD, UHRSD))
SOTA
Deep Contrast Learning for Salient Object Detection arXiv:1603.01976
3DonDUTS-TE
max F-measure· 2016-03-07
0.786
best: 0.943 (BiRefNet (DUTS, HRSOD, UHRSD))
SOTA
Deep Contrast Learning for Salient Object Detection arXiv:1603.01976
2D ClassificationonDUTS-TE
MAE· 2016-03-07
0.081
best: 0.018 (BiRefNet (DUTS, HRSOD, UHRSD))
SOTA
Deep Contrast Learning for Salient Object Detection arXiv:1603.01976
2D ClassificationonDUTS-TE
max F-measure· 2016-03-07
0.786
best: 0.943 (BiRefNet (DUTS, HRSOD, UHRSD))
SOTA
Deep Contrast Learning for Salient Object Detection arXiv:1603.01976
2D Object DetectiononDUTS-TE
MAE· 2016-03-07
0.081
best: 0.018 (BiRefNet (DUTS, HRSOD, UHRSD))
SOTA
Deep Contrast Learning for Salient Object Detection arXiv:1603.01976
2D Object DetectiononDUTS-TE
max F-measure· 2016-03-07
0.786
best: 0.943 (BiRefNet (DUTS, HRSOD, UHRSD))
SOTA
Deep Contrast Learning for Salient Object Detection arXiv:1603.01976
16konDUTS-TE
MAE· 2016-03-07
0.081
best: 0.018 (BiRefNet (DUTS, HRSOD, UHRSD))
SOTA
Deep Contrast Learning for Salient Object Detection arXiv:1603.01976
16konDUTS-TE
max F-measure· 2016-03-07
0.786
best: 0.943 (BiRefNet (DUTS, HRSOD, UHRSD))
SOTA
Deep Contrast Learning for Salient Object Detection arXiv:1603.01976

Reasoning8 results

Visual ReasoningonCLEVRER
Average-per ques.
75.52
best: 95.24 (AI Core)
Visual ReasoningonCLEVRER
Counterfactual-per opt.
80.38
best: 96.61 (AI Core)
Visual ReasoningonCLEVRER
Counterfactual-per ques.
46.52
best: 90.72 (AI Core)
Visual ReasoningonCLEVRER
Descriptive
90.7
best: 96.46 (AI Core)
Visual ReasoningonCLEVRER
Explanatory-per opt.
89.58
best: 99.94 (AI Core)
Visual ReasoningonCLEVRER
Explanatory-per ques.
82.82
best: 99.81 (AI Core)
Visual ReasoningonCLEVRER
Predictive-per opt.
90.52
best: 95.69 (redherring)
Visual ReasoningonCLEVRER
Predictive-per ques.
82.03
best: 93.96 (AI Core)

Computer Vision4 results

Object DetectiononDUTS-TE
MAE· 2016-03-07
0.081
best: 0.018 (BiRefNet (DUTS, HRSOD, UHRSD))
SOTA
Deep Contrast Learning for Salient Object Detection arXiv:1603.01976
Object DetectiononDUTS-TE
max F-measure· 2016-03-07
0.786
best: 0.943 (BiRefNet (DUTS, HRSOD, UHRSD))
SOTA
Deep Contrast Learning for Salient Object Detection arXiv:1603.01976
RGB Salient Object DetectiononDUTS-TE
MAE· 2016-03-07
0.081
best: 0.018 (BiRefNet (DUTS, HRSOD, UHRSD))
SOTA
Deep Contrast Learning for Salient Object Detection arXiv:1603.01976
RGB Salient Object DetectiononDUTS-TE
max F-measure· 2016-03-07
0.786
best: 0.943 (BiRefNet (DUTS, HRSOD, UHRSD))
SOTA
Deep Contrast Learning for Salient Object Detection arXiv:1603.01976

Audio1 result

10-shot image generationonBabies
FID· 2022-05-08
56.48
best: 48.83 (AdAM)
SOTA
A Closer Look at Few-shot Image Generation arXiv:2205.03805