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Models/DeFRCN

DeFRCN

Reported on 36 benchmarks across 6 tasks · 1 paper · 18 SOTA

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

Methodology24 results

3DonMS-COCO (1-shot)
AP· 2021-08-20
9.3
best: 26.5 (Training-free)
SOTA
DeFRCN: Decoupled Faster R-CNN for Few-Shot Object Detection arXiv:2108.09017
3DonDIOR
mAP· 2021-08-20
22.9
best: 37.5 (ETS)
SOTA
DeFRCN: Decoupled Faster R-CNN for Few-Shot Object Detection arXiv:2108.09017
3DonUODD
mAP· 2021-08-20
12.1
best: 29.8 (ETS)
SOTA
DeFRCN: Decoupled Faster R-CNN for Few-Shot Object Detection arXiv:2108.09017
2D ClassificationonMS-COCO (1-shot)
AP· 2021-08-20
9.3
best: 26.5 (Training-free)
SOTA
DeFRCN: Decoupled Faster R-CNN for Few-Shot Object Detection arXiv:2108.09017
2D ClassificationonDIOR
mAP· 2021-08-20
22.9
best: 37.5 (ETS)
SOTA
DeFRCN: Decoupled Faster R-CNN for Few-Shot Object Detection arXiv:2108.09017
2D ClassificationonUODD
mAP· 2021-08-20
12.1
best: 29.8 (ETS)
SOTA
DeFRCN: Decoupled Faster R-CNN for Few-Shot Object Detection arXiv:2108.09017
2D Object DetectiononMS-COCO (1-shot)
AP· 2021-08-20
9.3
best: 26.5 (Training-free)
SOTA
DeFRCN: Decoupled Faster R-CNN for Few-Shot Object Detection arXiv:2108.09017
2D Object DetectiononDIOR
mAP· 2021-08-20
22.9
best: 37.5 (ETS)
SOTA
DeFRCN: Decoupled Faster R-CNN for Few-Shot Object Detection arXiv:2108.09017
2D Object DetectiononUODD
mAP· 2021-08-20
12.1
best: 29.8 (ETS)
SOTA
DeFRCN: Decoupled Faster R-CNN for Few-Shot Object Detection arXiv:2108.09017
16konMS-COCO (1-shot)
AP· 2021-08-20
9.3
best: 26.5 (Training-free)
SOTA
DeFRCN: Decoupled Faster R-CNN for Few-Shot Object Detection arXiv:2108.09017
16konDIOR
mAP· 2021-08-20
22.9
best: 37.5 (ETS)
SOTA
DeFRCN: Decoupled Faster R-CNN for Few-Shot Object Detection arXiv:2108.09017
16konUODD
mAP· 2021-08-20
12.1
best: 29.8 (ETS)
SOTA
DeFRCN: Decoupled Faster R-CNN for Few-Shot Object Detection arXiv:2108.09017
3DonMS-COCO (30-shot)
AP· 2021-08-20
22.6
best: 36.8 (Training-free)
DeFRCN: Decoupled Faster R-CNN for Few-Shot Object Detection arXiv:2108.09017
3DonMS-COCO (10-shot)
AP· 2021-08-20
18.5
best: 36.6 (Training-free)
DeFRCN: Decoupled Faster R-CNN for Few-Shot Object Detection arXiv:2108.09017
3DonArtaxor
mAP· 2021-08-20
15.5
best: 71.2 (ETS)
DeFRCN: Decoupled Faster R-CNN for Few-Shot Object Detection arXiv:2108.09017
2D ClassificationonMS-COCO (30-shot)
AP· 2021-08-20
22.6
best: 36.8 (Training-free)
DeFRCN: Decoupled Faster R-CNN for Few-Shot Object Detection arXiv:2108.09017
2D ClassificationonMS-COCO (10-shot)
AP· 2021-08-20
18.5
best: 36.6 (Training-free)
DeFRCN: Decoupled Faster R-CNN for Few-Shot Object Detection arXiv:2108.09017
2D ClassificationonArtaxor
mAP· 2021-08-20
15.5
best: 71.2 (ETS)
DeFRCN: Decoupled Faster R-CNN for Few-Shot Object Detection arXiv:2108.09017
2D Object DetectiononMS-COCO (30-shot)
AP· 2021-08-20
22.6
best: 36.8 (Training-free)
DeFRCN: Decoupled Faster R-CNN for Few-Shot Object Detection arXiv:2108.09017
2D Object DetectiononMS-COCO (10-shot)
AP· 2021-08-20
18.5
best: 36.6 (Training-free)
DeFRCN: Decoupled Faster R-CNN for Few-Shot Object Detection arXiv:2108.09017
2D Object DetectiononArtaxor
mAP· 2021-08-20
15.5
best: 71.2 (ETS)
DeFRCN: Decoupled Faster R-CNN for Few-Shot Object Detection arXiv:2108.09017
16konMS-COCO (30-shot)
AP· 2021-08-20
22.6
best: 36.8 (Training-free)
DeFRCN: Decoupled Faster R-CNN for Few-Shot Object Detection arXiv:2108.09017
16konMS-COCO (10-shot)
AP· 2021-08-20
18.5
best: 36.6 (Training-free)
DeFRCN: Decoupled Faster R-CNN for Few-Shot Object Detection arXiv:2108.09017
16konArtaxor
mAP· 2021-08-20
15.5
best: 71.2 (ETS)
DeFRCN: Decoupled Faster R-CNN for Few-Shot Object Detection arXiv:2108.09017

Computer Vision12 results

Object DetectiononMS-COCO (1-shot)
AP· 2021-08-20
9.3
best: 26.5 (Training-free)
SOTA
DeFRCN: Decoupled Faster R-CNN for Few-Shot Object Detection arXiv:2108.09017
Object DetectiononDIOR
mAP· 2021-08-20
22.9
best: 37.5 (ETS)
SOTA
DeFRCN: Decoupled Faster R-CNN for Few-Shot Object Detection arXiv:2108.09017
Object DetectiononUODD
mAP· 2021-08-20
12.1
best: 29.8 (ETS)
SOTA
DeFRCN: Decoupled Faster R-CNN for Few-Shot Object Detection arXiv:2108.09017
Few-Shot Object DetectiononMS-COCO (1-shot)
AP· 2021-08-20
9.3
best: 26.5 (Training-free)
SOTA
DeFRCN: Decoupled Faster R-CNN for Few-Shot Object Detection arXiv:2108.09017
Few-Shot Object DetectiononDIOR
mAP· 2021-08-20
22.9
best: 37.5 (ETS)
SOTA
DeFRCN: Decoupled Faster R-CNN for Few-Shot Object Detection arXiv:2108.09017
Few-Shot Object DetectiononUODD
mAP· 2021-08-20
12.1
best: 29.8 (ETS)
SOTA
DeFRCN: Decoupled Faster R-CNN for Few-Shot Object Detection arXiv:2108.09017
Object DetectiononMS-COCO (30-shot)
AP· 2021-08-20
22.6
best: 36.8 (Training-free)
DeFRCN: Decoupled Faster R-CNN for Few-Shot Object Detection arXiv:2108.09017
Object DetectiononMS-COCO (10-shot)
AP· 2021-08-20
18.5
best: 36.6 (Training-free)
DeFRCN: Decoupled Faster R-CNN for Few-Shot Object Detection arXiv:2108.09017
Object DetectiononArtaxor
mAP· 2021-08-20
15.5
best: 71.2 (ETS)
DeFRCN: Decoupled Faster R-CNN for Few-Shot Object Detection arXiv:2108.09017
Few-Shot Object DetectiononMS-COCO (30-shot)
AP· 2021-08-20
22.6
best: 36.8 (Training-free)
DeFRCN: Decoupled Faster R-CNN for Few-Shot Object Detection arXiv:2108.09017
Few-Shot Object DetectiononMS-COCO (10-shot)
AP· 2021-08-20
18.5
best: 36.6 (Training-free)
DeFRCN: Decoupled Faster R-CNN for Few-Shot Object Detection arXiv:2108.09017
Few-Shot Object DetectiononArtaxor
mAP· 2021-08-20
15.5
best: 71.2 (ETS)
DeFRCN: Decoupled Faster R-CNN for Few-Shot Object Detection arXiv:2108.09017