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Models/Faster R-CNN (ResNet-50-FPN, GRoIE)

Faster R-CNN (ResNet-50-FPN, GRoIE)

Reported on 30 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.

Methodology24 results

3DonCOCO minival
AP50· 2020-04-28
59.2
best: 82.1 (EVA)
A novel Region of Interest Extraction Layer for Instance Segmentation arXiv:2004.13665
3DonCOCO minival
AP75· 2020-04-28
40.6
best: 71.4 (Focal-Stable-DINO (Focal-Huge, no TTA))
A novel Region of Interest Extraction Layer for Instance Segmentation arXiv:2004.13665
3DonCOCO minival
APL· 2020-04-28
47.8
best: 78.5 (Focal-Stable-DINO (Focal-Huge, no TTA))
A novel Region of Interest Extraction Layer for Instance Segmentation arXiv:2004.13665
3DonCOCO minival
APM· 2020-04-28
41.5
best: 68.5 (Focal-Stable-DINO (Focal-Huge, no TTA))
A novel Region of Interest Extraction Layer for Instance Segmentation arXiv:2004.13665
3DonCOCO minival
APS· 2020-04-28
22.3
best: 50.4 (Focal-Stable-DINO (Focal-Huge, no TTA))
A novel Region of Interest Extraction Layer for Instance Segmentation arXiv:2004.13665
3DonCOCO minival
box AP· 2020-04-28
37.5
best: 66 (PE_spatial (DETA))
A novel Region of Interest Extraction Layer for Instance Segmentation arXiv:2004.13665
2D ClassificationonCOCO minival
AP50· 2020-04-28
59.2
best: 82.1 (EVA)
A novel Region of Interest Extraction Layer for Instance Segmentation arXiv:2004.13665
2D ClassificationonCOCO minival
AP75· 2020-04-28
40.6
best: 71.4 (Focal-Stable-DINO (Focal-Huge, no TTA))
A novel Region of Interest Extraction Layer for Instance Segmentation arXiv:2004.13665
2D ClassificationonCOCO minival
APL· 2020-04-28
47.8
best: 78.5 (Focal-Stable-DINO (Focal-Huge, no TTA))
A novel Region of Interest Extraction Layer for Instance Segmentation arXiv:2004.13665
2D ClassificationonCOCO minival
APM· 2020-04-28
41.5
best: 68.5 (Focal-Stable-DINO (Focal-Huge, no TTA))
A novel Region of Interest Extraction Layer for Instance Segmentation arXiv:2004.13665
2D ClassificationonCOCO minival
APS· 2020-04-28
22.3
best: 50.4 (Focal-Stable-DINO (Focal-Huge, no TTA))
A novel Region of Interest Extraction Layer for Instance Segmentation arXiv:2004.13665
2D ClassificationonCOCO minival
box AP· 2020-04-28
37.5
best: 66 (PE_spatial (DETA))
A novel Region of Interest Extraction Layer for Instance Segmentation arXiv:2004.13665
2D Object DetectiononCOCO minival
AP50· 2020-04-28
59.2
best: 82.1 (EVA)
A novel Region of Interest Extraction Layer for Instance Segmentation arXiv:2004.13665
2D Object DetectiononCOCO minival
AP75· 2020-04-28
40.6
best: 71.4 (Focal-Stable-DINO (Focal-Huge, no TTA))
A novel Region of Interest Extraction Layer for Instance Segmentation arXiv:2004.13665
2D Object DetectiononCOCO minival
APL· 2020-04-28
47.8
best: 78.5 (Focal-Stable-DINO (Focal-Huge, no TTA))
A novel Region of Interest Extraction Layer for Instance Segmentation arXiv:2004.13665
2D Object DetectiononCOCO minival
APM· 2020-04-28
41.5
best: 68.5 (Focal-Stable-DINO (Focal-Huge, no TTA))
A novel Region of Interest Extraction Layer for Instance Segmentation arXiv:2004.13665
2D Object DetectiononCOCO minival
APS· 2020-04-28
22.3
best: 50.4 (Focal-Stable-DINO (Focal-Huge, no TTA))
A novel Region of Interest Extraction Layer for Instance Segmentation arXiv:2004.13665
2D Object DetectiononCOCO minival
box AP· 2020-04-28
37.5
best: 66 (PE_spatial (DETA))
A novel Region of Interest Extraction Layer for Instance Segmentation arXiv:2004.13665
16konCOCO minival
AP50· 2020-04-28
59.2
best: 82.1 (EVA)
A novel Region of Interest Extraction Layer for Instance Segmentation arXiv:2004.13665
16konCOCO minival
AP75· 2020-04-28
40.6
best: 71.4 (Focal-Stable-DINO (Focal-Huge, no TTA))
A novel Region of Interest Extraction Layer for Instance Segmentation arXiv:2004.13665
16konCOCO minival
APL· 2020-04-28
47.8
best: 78.5 (Focal-Stable-DINO (Focal-Huge, no TTA))
A novel Region of Interest Extraction Layer for Instance Segmentation arXiv:2004.13665
16konCOCO minival
APM· 2020-04-28
41.5
best: 68.5 (Focal-Stable-DINO (Focal-Huge, no TTA))
A novel Region of Interest Extraction Layer for Instance Segmentation arXiv:2004.13665
16konCOCO minival
APS· 2020-04-28
22.3
best: 50.4 (Focal-Stable-DINO (Focal-Huge, no TTA))
A novel Region of Interest Extraction Layer for Instance Segmentation arXiv:2004.13665
16konCOCO minival
box AP· 2020-04-28
37.5
best: 66 (PE_spatial (DETA))
A novel Region of Interest Extraction Layer for Instance Segmentation arXiv:2004.13665

Computer Vision6 results

Object DetectiononCOCO minival
AP50· 2020-04-28
59.2
best: 82.1 (EVA)
A novel Region of Interest Extraction Layer for Instance Segmentation arXiv:2004.13665
Object DetectiononCOCO minival
AP75· 2020-04-28
40.6
best: 71.4 (Focal-Stable-DINO (Focal-Huge, no TTA))
A novel Region of Interest Extraction Layer for Instance Segmentation arXiv:2004.13665
Object DetectiononCOCO minival
APL· 2020-04-28
47.8
best: 78.5 (Focal-Stable-DINO (Focal-Huge, no TTA))
A novel Region of Interest Extraction Layer for Instance Segmentation arXiv:2004.13665
Object DetectiononCOCO minival
APM· 2020-04-28
41.5
best: 68.5 (Focal-Stable-DINO (Focal-Huge, no TTA))
A novel Region of Interest Extraction Layer for Instance Segmentation arXiv:2004.13665
Object DetectiononCOCO minival
APS· 2020-04-28
22.3
best: 50.4 (Focal-Stable-DINO (Focal-Huge, no TTA))
A novel Region of Interest Extraction Layer for Instance Segmentation arXiv:2004.13665
Object DetectiononCOCO minival
box AP· 2020-04-28
37.5
best: 66 (PE_spatial (DETA))
A novel Region of Interest Extraction Layer for Instance Segmentation arXiv:2004.13665