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Models/DSC

DSC

Reported on 21 benchmarks across 8 tasks · 2 papers · 15 SOTA

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

Methodology13 results

16konISTD
MAE· 2018-05-12
6.67
best: 4.79 (ShadowFormer)
SOTA
Direction-aware Spatial Context Features for Shadow Detection and Removal arXiv:1805.04635
3DonUCF
Balanced Error Rate· 2017-12-12
8.1
best: 7.21 (CPD)
SOTA
Direction-aware Spatial Context Features for Shadow Detection arXiv:1712.04142
3DonSBU / SBU-Refine
Balanced Error Rate· 2017-12-12
5.59
best: 4.19 (CPD)
SOTA
Direction-aware Spatial Context Features for Shadow Detection arXiv:1712.04142
2D ClassificationonUCF
Balanced Error Rate· 2017-12-12
8.1
best: 7.21 (CPD)
SOTA
Direction-aware Spatial Context Features for Shadow Detection arXiv:1712.04142
2D ClassificationonSBU / SBU-Refine
Balanced Error Rate· 2017-12-12
5.59
best: 4.19 (CPD)
SOTA
Direction-aware Spatial Context Features for Shadow Detection arXiv:1712.04142
2D Object DetectiononUCF
Balanced Error Rate· 2017-12-12
8.1
best: 7.21 (CPD)
SOTA
Direction-aware Spatial Context Features for Shadow Detection arXiv:1712.04142
2D Object DetectiononSBU / SBU-Refine
Balanced Error Rate· 2017-12-12
5.59
best: 4.19 (CPD)
SOTA
Direction-aware Spatial Context Features for Shadow Detection arXiv:1712.04142
16konUCF
Balanced Error Rate· 2017-12-12
8.1
best: 7.21 (CPD)
SOTA
Direction-aware Spatial Context Features for Shadow Detection arXiv:1712.04142
16konSBU / SBU-Refine
Balanced Error Rate· 2017-12-12
5.59
best: 4.19 (CPD)
SOTA
Direction-aware Spatial Context Features for Shadow Detection arXiv:1712.04142
3DonISTD
Balanced Error Rate· 2017-12-12
8.24
best: 6.76 (CPD)
Direction-aware Spatial Context Features for Shadow Detection arXiv:1712.04142
2D ClassificationonISTD
Balanced Error Rate· 2017-12-12
8.24
best: 6.76 (CPD)
Direction-aware Spatial Context Features for Shadow Detection arXiv:1712.04142
2D Object DetectiononISTD
Balanced Error Rate· 2017-12-12
8.24
best: 6.76 (CPD)
Direction-aware Spatial Context Features for Shadow Detection arXiv:1712.04142
16konISTD
Balanced Error Rate· 2017-12-12
8.24
best: 6.76 (CPD)
Direction-aware Spatial Context Features for Shadow Detection arXiv:1712.04142

Computer Vision8 results

Image EditingonISTD
MAE· 2018-05-12
6.67
best: 4.79 (ShadowFormer)
SOTA
Direction-aware Spatial Context Features for Shadow Detection and Removal arXiv:1805.04635
Shadow RemovalonISTD
MAE· 2018-05-12
6.67
best: 4.79 (ShadowFormer)
SOTA
Direction-aware Spatial Context Features for Shadow Detection and Removal arXiv:1805.04635
Object DetectiononUCF
Balanced Error Rate· 2017-12-12
8.1
best: 7.21 (CPD)
SOTA
Direction-aware Spatial Context Features for Shadow Detection arXiv:1712.04142
Object DetectiononSBU / SBU-Refine
Balanced Error Rate· 2017-12-12
5.59
best: 4.19 (CPD)
SOTA
Direction-aware Spatial Context Features for Shadow Detection arXiv:1712.04142
RGB Salient Object DetectiononUCF
Balanced Error Rate· 2017-12-12
8.1
best: 7.21 (CPD)
SOTA
Direction-aware Spatial Context Features for Shadow Detection arXiv:1712.04142
RGB Salient Object DetectiononSBU / SBU-Refine
Balanced Error Rate· 2017-12-12
5.59
best: 4.19 (CPD)
SOTA
Direction-aware Spatial Context Features for Shadow Detection arXiv:1712.04142
Object DetectiononISTD
Balanced Error Rate· 2017-12-12
8.24
best: 6.76 (CPD)
Direction-aware Spatial Context Features for Shadow Detection arXiv:1712.04142
RGB Salient Object DetectiononISTD
Balanced Error Rate· 2017-12-12
8.24
best: 6.76 (CPD)
Direction-aware Spatial Context Features for Shadow Detection arXiv:1712.04142