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Models/DSS

DSS

Reported on 37 benchmarks across 8 tasks · 2 papers · 36 SOTA

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

Methodology24 results

3DonDUTS-TE
MAE· 2016-11-15
0.065
best: 0.018 (BiRefNet (DUTS, HRSOD, UHRSD))
SOTA
Deeply supervised salient object detection with short connections arXiv:1611.04849
3DonDUTS-TE
max F-measure· 2016-11-15
0.813
best: 0.943 (BiRefNet (DUTS, HRSOD, UHRSD))
SOTA
Deeply supervised salient object detection with short connections arXiv:1611.04849
3DonISTD
Balanced Error Rate· 2016-11-15
10.48
best: 6.76 (CPD)
SOTA
Deeply supervised salient object detection with short connections arXiv:1611.04849
3DonUCF
Balanced Error Rate· 2016-11-15
10.56
best: 7.21 (CPD)
SOTA
Deeply supervised salient object detection with short connections arXiv:1611.04849
3DonSBU / SBU-Refine
Balanced Error Rate· 2016-11-15
7
best: 4.19 (CPD)
SOTA
Deeply supervised salient object detection with short connections arXiv:1611.04849
2D ClassificationonDUTS-TE
MAE· 2016-11-15
0.065
best: 0.018 (BiRefNet (DUTS, HRSOD, UHRSD))
SOTA
Deeply supervised salient object detection with short connections arXiv:1611.04849
2D ClassificationonDUTS-TE
max F-measure· 2016-11-15
0.813
best: 0.943 (BiRefNet (DUTS, HRSOD, UHRSD))
SOTA
Deeply supervised salient object detection with short connections arXiv:1611.04849
2D ClassificationonISTD
Balanced Error Rate· 2016-11-15
10.48
best: 6.76 (CPD)
SOTA
Deeply supervised salient object detection with short connections arXiv:1611.04849
2D ClassificationonUCF
Balanced Error Rate· 2016-11-15
10.56
best: 7.21 (CPD)
SOTA
Deeply supervised salient object detection with short connections arXiv:1611.04849
2D ClassificationonSBU / SBU-Refine
Balanced Error Rate· 2016-11-15
7
best: 4.19 (CPD)
SOTA
Deeply supervised salient object detection with short connections arXiv:1611.04849
2D Object DetectiononDUTS-TE
MAE· 2016-11-15
0.065
best: 0.018 (BiRefNet (DUTS, HRSOD, UHRSD))
SOTA
Deeply supervised salient object detection with short connections arXiv:1611.04849
2D Object DetectiononDUTS-TE
max F-measure· 2016-11-15
0.813
best: 0.943 (BiRefNet (DUTS, HRSOD, UHRSD))
SOTA
Deeply supervised salient object detection with short connections arXiv:1611.04849
2D Object DetectiononISTD
Balanced Error Rate· 2016-11-15
10.48
best: 6.76 (CPD)
SOTA
Deeply supervised salient object detection with short connections arXiv:1611.04849
2D Object DetectiononUCF
Balanced Error Rate· 2016-11-15
10.56
best: 7.21 (CPD)
SOTA
Deeply supervised salient object detection with short connections arXiv:1611.04849
2D Object DetectiononSBU / SBU-Refine
Balanced Error Rate· 2016-11-15
7
best: 4.19 (CPD)
SOTA
Deeply supervised salient object detection with short connections arXiv:1611.04849
16konDUTS-TE
MAE· 2016-11-15
0.065
best: 0.018 (BiRefNet (DUTS, HRSOD, UHRSD))
SOTA
Deeply supervised salient object detection with short connections arXiv:1611.04849
16konDUTS-TE
max F-measure· 2016-11-15
0.813
best: 0.943 (BiRefNet (DUTS, HRSOD, UHRSD))
SOTA
Deeply supervised salient object detection with short connections arXiv:1611.04849
16konISTD
Balanced Error Rate· 2016-11-15
10.48
best: 6.76 (CPD)
SOTA
Deeply supervised salient object detection with short connections arXiv:1611.04849
16konUCF
Balanced Error Rate· 2016-11-15
10.56
best: 7.21 (CPD)
SOTA
Deeply supervised salient object detection with short connections arXiv:1611.04849
16konSBU / SBU-Refine
Balanced Error Rate· 2016-11-15
7
best: 4.19 (CPD)
SOTA
Deeply supervised salient object detection with short connections arXiv:1611.04849
3DonSUN-RGBD val
Inference Speed (s)· 2015-11-07
19.55
best: 0.048 (Frustum VoxNet (YOLO v3+3D ResNetFCN6))
SOTA
Deep Sliding Shapes for Amodal 3D Object Detection in RGB-D Images arXiv:1511.02300
2D ClassificationonSUN-RGBD val
Inference Speed (s)· 2015-11-07
19.55
best: 0.048 (Frustum VoxNet (YOLO v3+3D ResNetFCN6))
SOTA
Deep Sliding Shapes for Amodal 3D Object Detection in RGB-D Images arXiv:1511.02300
2D Object DetectiononSUN-RGBD val
Inference Speed (s)· 2015-11-07
19.55
best: 0.048 (Frustum VoxNet (YOLO v3+3D ResNetFCN6))
SOTA
Deep Sliding Shapes for Amodal 3D Object Detection in RGB-D Images arXiv:1511.02300
16konSUN-RGBD val
Inference Speed (s)· 2015-11-07
19.55
best: 0.048 (Frustum VoxNet (YOLO v3+3D ResNetFCN6))
SOTA
Deep Sliding Shapes for Amodal 3D Object Detection in RGB-D Images arXiv:1511.02300

Computer Vision13 results

Object DetectiononDUTS-TE
MAE· 2016-11-15
0.065
best: 0.018 (BiRefNet (DUTS, HRSOD, UHRSD))
SOTA
Deeply supervised salient object detection with short connections arXiv:1611.04849
Object DetectiononDUTS-TE
max F-measure· 2016-11-15
0.813
best: 0.943 (BiRefNet (DUTS, HRSOD, UHRSD))
SOTA
Deeply supervised salient object detection with short connections arXiv:1611.04849
Object DetectiononISTD
Balanced Error Rate· 2016-11-15
10.48
best: 6.76 (CPD)
SOTA
Deeply supervised salient object detection with short connections arXiv:1611.04849
Object DetectiononUCF
Balanced Error Rate· 2016-11-15
10.56
best: 7.21 (CPD)
SOTA
Deeply supervised salient object detection with short connections arXiv:1611.04849
Object DetectiononSBU / SBU-Refine
Balanced Error Rate· 2016-11-15
7
best: 4.19 (CPD)
SOTA
Deeply supervised salient object detection with short connections arXiv:1611.04849
RGB Salient Object DetectiononDUTS-TE
MAE· 2016-11-15
0.065
best: 0.018 (BiRefNet (DUTS, HRSOD, UHRSD))
SOTA
Deeply supervised salient object detection with short connections arXiv:1611.04849
RGB Salient Object DetectiononDUTS-TE
max F-measure· 2016-11-15
0.813
best: 0.943 (BiRefNet (DUTS, HRSOD, UHRSD))
SOTA
Deeply supervised salient object detection with short connections arXiv:1611.04849
RGB Salient Object DetectiononISTD
Balanced Error Rate· 2016-11-15
10.48
best: 6.76 (CPD)
SOTA
Deeply supervised salient object detection with short connections arXiv:1611.04849
RGB Salient Object DetectiononUCF
Balanced Error Rate· 2016-11-15
10.56
best: 7.21 (CPD)
SOTA
Deeply supervised salient object detection with short connections arXiv:1611.04849
RGB Salient Object DetectiononSBU / SBU-Refine
Balanced Error Rate· 2016-11-15
7
best: 4.19 (CPD)
SOTA
Deeply supervised salient object detection with short connections arXiv:1611.04849
Object DetectiononSUN-RGBD val
Inference Speed (s)· 2015-11-07
19.55
best: 0.048 (Frustum VoxNet (YOLO v3+3D ResNetFCN6))
SOTA
Deep Sliding Shapes for Amodal 3D Object Detection in RGB-D Images arXiv:1511.02300
3D Object DetectiononSUN-RGBD val
Inference Speed (s)· 2015-11-07
19.55
best: 0.048 (Frustum VoxNet (YOLO v3+3D ResNetFCN6))
SOTA
Deep Sliding Shapes for Amodal 3D Object Detection in RGB-D Images arXiv:1511.02300
Image Quality AssessmentonMSU FR VQA Database
SRCC
0.8993
best: 0.937 (AHIQ)