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Models/R3-CNN (ResNet-50-FPN, DCN)

R3-CNN (ResNet-50-FPN, DCN)

Reported on 36 benchmarks across 6 tasks · 1 paper · 2 SOTA

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

Methodology24 results

3DonCOCO minival
AP50· 2021-04-03
64.3
best: 82.1 (EVA)
Recursively Refined R-CNN: Instance Segmentation with Self-RoI Rebalancing arXiv:2104.01329
3DonCOCO minival
AP75· 2021-04-03
48.9
best: 71.4 (Focal-Stable-DINO (Focal-Huge, no TTA))
Recursively Refined R-CNN: Instance Segmentation with Self-RoI Rebalancing arXiv:2104.01329
3DonCOCO minival
APL· 2021-04-03
59.6
best: 78.5 (Focal-Stable-DINO (Focal-Huge, no TTA))
Recursively Refined R-CNN: Instance Segmentation with Self-RoI Rebalancing arXiv:2104.01329
3DonCOCO minival
APM· 2021-04-03
48.3
best: 68.5 (Focal-Stable-DINO (Focal-Huge, no TTA))
Recursively Refined R-CNN: Instance Segmentation with Self-RoI Rebalancing arXiv:2104.01329
3DonCOCO minival
APS· 2021-04-03
26.6
best: 50.4 (Focal-Stable-DINO (Focal-Huge, no TTA))
Recursively Refined R-CNN: Instance Segmentation with Self-RoI Rebalancing arXiv:2104.01329
3DonCOCO minival
box AP· 2021-04-03
44.8
best: 66 (PE_spatial (DETA))
Recursively Refined R-CNN: Instance Segmentation with Self-RoI Rebalancing arXiv:2104.01329
2D ClassificationonCOCO minival
AP50· 2021-04-03
64.3
best: 82.1 (EVA)
Recursively Refined R-CNN: Instance Segmentation with Self-RoI Rebalancing arXiv:2104.01329
2D ClassificationonCOCO minival
AP75· 2021-04-03
48.9
best: 71.4 (Focal-Stable-DINO (Focal-Huge, no TTA))
Recursively Refined R-CNN: Instance Segmentation with Self-RoI Rebalancing arXiv:2104.01329
2D ClassificationonCOCO minival
APL· 2021-04-03
59.6
best: 78.5 (Focal-Stable-DINO (Focal-Huge, no TTA))
Recursively Refined R-CNN: Instance Segmentation with Self-RoI Rebalancing arXiv:2104.01329
2D ClassificationonCOCO minival
APM· 2021-04-03
48.3
best: 68.5 (Focal-Stable-DINO (Focal-Huge, no TTA))
Recursively Refined R-CNN: Instance Segmentation with Self-RoI Rebalancing arXiv:2104.01329
2D ClassificationonCOCO minival
APS· 2021-04-03
26.6
best: 50.4 (Focal-Stable-DINO (Focal-Huge, no TTA))
Recursively Refined R-CNN: Instance Segmentation with Self-RoI Rebalancing arXiv:2104.01329
2D ClassificationonCOCO minival
box AP· 2021-04-03
44.8
best: 66 (PE_spatial (DETA))
Recursively Refined R-CNN: Instance Segmentation with Self-RoI Rebalancing arXiv:2104.01329
2D Object DetectiononCOCO minival
AP50· 2021-04-03
64.3
best: 82.1 (EVA)
Recursively Refined R-CNN: Instance Segmentation with Self-RoI Rebalancing arXiv:2104.01329
2D Object DetectiononCOCO minival
AP75· 2021-04-03
48.9
best: 71.4 (Focal-Stable-DINO (Focal-Huge, no TTA))
Recursively Refined R-CNN: Instance Segmentation with Self-RoI Rebalancing arXiv:2104.01329
2D Object DetectiononCOCO minival
APL· 2021-04-03
59.6
best: 78.5 (Focal-Stable-DINO (Focal-Huge, no TTA))
Recursively Refined R-CNN: Instance Segmentation with Self-RoI Rebalancing arXiv:2104.01329
2D Object DetectiononCOCO minival
APM· 2021-04-03
48.3
best: 68.5 (Focal-Stable-DINO (Focal-Huge, no TTA))
Recursively Refined R-CNN: Instance Segmentation with Self-RoI Rebalancing arXiv:2104.01329
2D Object DetectiononCOCO minival
APS· 2021-04-03
26.6
best: 50.4 (Focal-Stable-DINO (Focal-Huge, no TTA))
Recursively Refined R-CNN: Instance Segmentation with Self-RoI Rebalancing arXiv:2104.01329
2D Object DetectiononCOCO minival
box AP· 2021-04-03
44.8
best: 66 (PE_spatial (DETA))
Recursively Refined R-CNN: Instance Segmentation with Self-RoI Rebalancing arXiv:2104.01329
16konCOCO minival
AP50· 2021-04-03
64.3
best: 82.1 (EVA)
Recursively Refined R-CNN: Instance Segmentation with Self-RoI Rebalancing arXiv:2104.01329
16konCOCO minival
AP75· 2021-04-03
48.9
best: 71.4 (Focal-Stable-DINO (Focal-Huge, no TTA))
Recursively Refined R-CNN: Instance Segmentation with Self-RoI Rebalancing arXiv:2104.01329
16konCOCO minival
APL· 2021-04-03
59.6
best: 78.5 (Focal-Stable-DINO (Focal-Huge, no TTA))
Recursively Refined R-CNN: Instance Segmentation with Self-RoI Rebalancing arXiv:2104.01329
16konCOCO minival
APM· 2021-04-03
48.3
best: 68.5 (Focal-Stable-DINO (Focal-Huge, no TTA))
Recursively Refined R-CNN: Instance Segmentation with Self-RoI Rebalancing arXiv:2104.01329
16konCOCO minival
APS· 2021-04-03
26.6
best: 50.4 (Focal-Stable-DINO (Focal-Huge, no TTA))
Recursively Refined R-CNN: Instance Segmentation with Self-RoI Rebalancing arXiv:2104.01329
16konCOCO minival
box AP· 2021-04-03
44.8
best: 66 (PE_spatial (DETA))
Recursively Refined R-CNN: Instance Segmentation with Self-RoI Rebalancing arXiv:2104.01329

Computer Vision12 results

Instance SegmentationonCOCO minival
APL· 2021-04-03
56.1
best: 74.6 (Co-DETR)
SOTA
Recursively Refined R-CNN: Instance Segmentation with Self-RoI Rebalancing arXiv:2104.01329
Instance SegmentationonCOCO minival
APM· 2021-04-03
43.6
best: 59.7 (Co-DETR)
SOTA
Recursively Refined R-CNN: Instance Segmentation with Self-RoI Rebalancing arXiv:2104.01329
Object DetectiononCOCO minival
AP50· 2021-04-03
64.3
best: 82.1 (EVA)
Recursively Refined R-CNN: Instance Segmentation with Self-RoI Rebalancing arXiv:2104.01329
Object DetectiononCOCO minival
AP75· 2021-04-03
48.9
best: 71.4 (Focal-Stable-DINO (Focal-Huge, no TTA))
Recursively Refined R-CNN: Instance Segmentation with Self-RoI Rebalancing arXiv:2104.01329
Object DetectiononCOCO minival
APL· 2021-04-03
59.6
best: 78.5 (Focal-Stable-DINO (Focal-Huge, no TTA))
Recursively Refined R-CNN: Instance Segmentation with Self-RoI Rebalancing arXiv:2104.01329
Object DetectiononCOCO minival
APM· 2021-04-03
48.3
best: 68.5 (Focal-Stable-DINO (Focal-Huge, no TTA))
Recursively Refined R-CNN: Instance Segmentation with Self-RoI Rebalancing arXiv:2104.01329
Object DetectiononCOCO minival
APS· 2021-04-03
26.6
best: 50.4 (Focal-Stable-DINO (Focal-Huge, no TTA))
Recursively Refined R-CNN: Instance Segmentation with Self-RoI Rebalancing arXiv:2104.01329
Object DetectiononCOCO minival
box AP· 2021-04-03
44.8
best: 66 (PE_spatial (DETA))
Recursively Refined R-CNN: Instance Segmentation with Self-RoI Rebalancing arXiv:2104.01329
Instance SegmentationonCOCO minival
AP50· 2021-04-03
61.3
best: 80.1 (InternImage-H)
Recursively Refined R-CNN: Instance Segmentation with Self-RoI Rebalancing arXiv:2104.01329
Instance SegmentationonCOCO minival
AP75· 2021-04-03
44
best: 62.8 (Co-DETR)
Recursively Refined R-CNN: Instance Segmentation with Self-RoI Rebalancing arXiv:2104.01329
Instance SegmentationonCOCO minival
APS· 2021-04-03
22.3
best: 38.9 (Co-DETR)
Recursively Refined R-CNN: Instance Segmentation with Self-RoI Rebalancing arXiv:2104.01329
Instance SegmentationonCOCO minival
mask AP· 2021-04-03
40.4
best: 56.6 (Co-DETR)
Recursively Refined R-CNN: Instance Segmentation with Self-RoI Rebalancing arXiv:2104.01329