Mask R-CNN (ResNeXt-101-FPN)

Reported on 51 benchmarks across 6 tasks · 1 paper · 28 SOTA

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

Methodology36 results

3DonCOCO test-dev
APS· 2017-03-20
22.1
best: 48.6 (Focal-Stable-DINO (Focal-Huge, no TTA))
SOTA
Mask R-CNN arXiv:1703.06870
3DonCOCO test-dev
box mAP· 2017-03-20
39.8
best: 66 (Co-DETR)
SOTA
Mask R-CNN arXiv:1703.06870
2D ClassificationonCOCO test-dev
AP50· 2017-03-20
62.3
best: 82.1 (Plain-DETR (Swin-L))
SOTA
Mask R-CNN arXiv:1703.06870
2D ClassificationonCOCO test-dev
AP75· 2017-03-20
43.4
best: 71.7 (EVA)
SOTA
Mask R-CNN arXiv:1703.06870
2D ClassificationonCOCO test-dev
APM· 2017-03-20
43.2
best: 67.7 (EVA)
SOTA
Mask R-CNN arXiv:1703.06870
2D ClassificationonCOCO test-dev
APS· 2017-03-20
22.1
best: 48.6 (Focal-Stable-DINO (Focal-Huge, no TTA))
SOTA
Mask R-CNN arXiv:1703.06870
2D ClassificationonCOCO test-dev
box mAP· 2017-03-20
39.8
best: 66 (Co-DETR)
SOTA
Mask R-CNN arXiv:1703.06870
2D Object DetectiononCOCO test-dev
AP50· 2017-03-20
62.3
best: 82.1 (Plain-DETR (Swin-L))
SOTA
Mask R-CNN arXiv:1703.06870
2D Object DetectiononCOCO test-dev
AP75· 2017-03-20
43.4
best: 71.7 (EVA)
SOTA
Mask R-CNN arXiv:1703.06870
2D Object DetectiononCOCO test-dev
APM· 2017-03-20
43.2
best: 67.7 (EVA)
SOTA
Mask R-CNN arXiv:1703.06870
2D Object DetectiononCOCO test-dev
APS· 2017-03-20
22.1
best: 48.6 (Focal-Stable-DINO (Focal-Huge, no TTA))
SOTA
Mask R-CNN arXiv:1703.06870
2D Object DetectiononCOCO test-dev
box mAP· 2017-03-20
39.8
best: 66 (Co-DETR)
SOTA
Mask R-CNN arXiv:1703.06870
16konCOCO test-dev
AP50· 2017-03-20
62.3
best: 82.1 (Plain-DETR (Swin-L))
SOTA
Mask R-CNN arXiv:1703.06870
16konCOCO test-dev
AP75· 2017-03-20
43.4
best: 71.7 (EVA)
SOTA
Mask R-CNN arXiv:1703.06870
16konCOCO test-dev
APM· 2017-03-20
43.2
best: 67.7 (EVA)
SOTA
Mask R-CNN arXiv:1703.06870
16konCOCO test-dev
APS· 2017-03-20
22.1
best: 48.6 (Focal-Stable-DINO (Focal-Huge, no TTA))
SOTA
Mask R-CNN arXiv:1703.06870
16konCOCO test-dev
box mAP· 2017-03-20
39.8
best: 66 (Co-DETR)
SOTA
Mask R-CNN arXiv:1703.06870
3DonCOCO test-dev
AP50· 2017-03-20
62.3
best: 95 (ViTPose (ViTAE-G, ensemble))
Mask R-CNN arXiv:1703.06870
3DonCOCO test-dev
AP75· 2017-03-20
43.4
best: 88.2 (ViTPose (ViTAE-G, ensemble))
Mask R-CNN arXiv:1703.06870
3DonCOCO test-dev
APL· 2017-03-20
51.2
best: 86.5 (PoseBH-H)
Mask R-CNN arXiv:1703.06870
3DonCOCO test-dev
APM· 2017-03-20
43.2
best: 83.8 (4xRSN-50 (ensemble))
Mask R-CNN arXiv:1703.06870
3DonCOCO minival
AP50· 2017-03-20
59.5
best: 82.1 (EVA)
Mask R-CNN arXiv:1703.06870
3DonCOCO minival
AP75· 2017-03-20
38.9
best: 71.4 (Focal-Stable-DINO (Focal-Huge, no TTA))
Mask R-CNN arXiv:1703.06870
3DonCOCO minival
box AP· 2017-03-20
36.7
best: 66 (PE_spatial (DETA))
Mask R-CNN arXiv:1703.06870
2D ClassificationonCOCO test-dev
APL· 2017-03-20
51.2
best: 78 (Focal-Stable-DINO (Focal-Huge, no TTA))
Mask R-CNN arXiv:1703.06870
2D ClassificationonCOCO minival
AP50· 2017-03-20
59.5
best: 82.1 (EVA)
Mask R-CNN arXiv:1703.06870
2D ClassificationonCOCO minival
AP75· 2017-03-20
38.9
best: 71.4 (Focal-Stable-DINO (Focal-Huge, no TTA))
Mask R-CNN arXiv:1703.06870
2D ClassificationonCOCO minival
box AP· 2017-03-20
36.7
best: 66 (PE_spatial (DETA))
Mask R-CNN arXiv:1703.06870
2D Object DetectiononCOCO test-dev
APL· 2017-03-20
51.2
best: 78 (Focal-Stable-DINO (Focal-Huge, no TTA))
Mask R-CNN arXiv:1703.06870
2D Object DetectiononCOCO minival
AP50· 2017-03-20
59.5
best: 82.1 (EVA)
Mask R-CNN arXiv:1703.06870
2D Object DetectiononCOCO minival
AP75· 2017-03-20
38.9
best: 71.4 (Focal-Stable-DINO (Focal-Huge, no TTA))
Mask R-CNN arXiv:1703.06870
2D Object DetectiononCOCO minival
box AP· 2017-03-20
36.7
best: 66 (PE_spatial (DETA))
Mask R-CNN arXiv:1703.06870
16konCOCO test-dev
APL· 2017-03-20
51.2
best: 78 (Focal-Stable-DINO (Focal-Huge, no TTA))
Mask R-CNN arXiv:1703.06870
16konCOCO minival
AP50· 2017-03-20
59.5
best: 82.1 (EVA)
Mask R-CNN arXiv:1703.06870
16konCOCO minival
AP75· 2017-03-20
38.9
best: 71.4 (Focal-Stable-DINO (Focal-Huge, no TTA))
Mask R-CNN arXiv:1703.06870
16konCOCO minival
box AP· 2017-03-20
36.7
best: 66 (PE_spatial (DETA))
Mask R-CNN arXiv:1703.06870

Computer Vision15 results

Object DetectiononCOCO test-dev
AP50· 2017-03-20
62.3
best: 82.1 (Plain-DETR (Swin-L))
SOTA
Mask R-CNN arXiv:1703.06870
Object DetectiononCOCO test-dev
AP75· 2017-03-20
43.4
best: 71.7 (EVA)
SOTA
Mask R-CNN arXiv:1703.06870
Object DetectiononCOCO test-dev
APM· 2017-03-20
43.2
best: 67.7 (EVA)
SOTA
Mask R-CNN arXiv:1703.06870
Object DetectiononCOCO test-dev
APS· 2017-03-20
22.1
best: 48.6 (Focal-Stable-DINO (Focal-Huge, no TTA))
SOTA
Mask R-CNN arXiv:1703.06870
Object DetectiononCOCO test-dev
box mAP· 2017-03-20
39.8
best: 66 (Co-DETR)
SOTA
Mask R-CNN arXiv:1703.06870
Instance SegmentationonCOCO test-dev
AP50· 2017-03-20
60
best: 80.8 (InternImage-H)
SOTA
Mask R-CNN arXiv:1703.06870
Instance SegmentationonCOCO test-dev
AP75· 2017-03-20
39.4
best: 63.4 (Co-DETR)
SOTA
Mask R-CNN arXiv:1703.06870
Instance SegmentationonCOCO test-dev
APL· 2017-03-20
53.5
best: 72.4 (EVA)
SOTA
Mask R-CNN arXiv:1703.06870
Instance SegmentationonCOCO test-dev
APM· 2017-03-20
39.9
best: 60.1 (Co-DETR)
SOTA
Mask R-CNN arXiv:1703.06870
Instance SegmentationonCOCO test-dev
APS· 2017-03-20
16.9
best: 41.6 (Co-DETR)
SOTA
Mask R-CNN arXiv:1703.06870
Instance SegmentationonCOCO test-dev
mask AP· 2017-03-20
37.1
best: 57.1 (Co-DETR)
SOTA
Mask R-CNN arXiv:1703.06870
Object DetectiononCOCO test-dev
APL· 2017-03-20
51.2
best: 78 (Focal-Stable-DINO (Focal-Huge, no TTA))
Mask R-CNN arXiv:1703.06870
Object DetectiononCOCO minival
AP50· 2017-03-20
59.5
best: 82.1 (EVA)
Mask R-CNN arXiv:1703.06870
Object DetectiononCOCO minival
AP75· 2017-03-20
38.9
best: 71.4 (Focal-Stable-DINO (Focal-Huge, no TTA))
Mask R-CNN arXiv:1703.06870
Object DetectiononCOCO minival
box AP· 2017-03-20
36.7
best: 66 (PE_spatial (DETA))
Mask R-CNN arXiv:1703.06870