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Models/DCFS

DCFS

Reported on 18 benchmarks across 6 tasks · 1 paper

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

Methodology16 results

3DonMS-COCO (1-shot)
AP· 2025-05-20
10
best: 26.5 (Training-free)
Decoupling Classifier for Boosting Few-shot Object Detection and Instance Segmentation arXiv:2505.14239
3DonMS-COCO (1-shot)
AP· 2025-05-20
8.1
best: 26.5 (Training-free)
Decoupling Classifier for Boosting Few-shot Object Detection and Instance Segmentation arXiv:2505.14239
3DonMS-COCO (30-shot)
AP· 2025-05-20
22.7
best: 36.8 (Training-free)
Decoupling Classifier for Boosting Few-shot Object Detection and Instance Segmentation arXiv:2505.14239
3DonMS-COCO (10-shot)
AP· 2025-05-20
19.5
best: 36.6 (Training-free)
Decoupling Classifier for Boosting Few-shot Object Detection and Instance Segmentation arXiv:2505.14239
2D ClassificationonMS-COCO (1-shot)
AP· 2025-05-20
10
best: 26.5 (Training-free)
Decoupling Classifier for Boosting Few-shot Object Detection and Instance Segmentation arXiv:2505.14239
2D ClassificationonMS-COCO (1-shot)
AP· 2025-05-20
8.1
best: 26.5 (Training-free)
Decoupling Classifier for Boosting Few-shot Object Detection and Instance Segmentation arXiv:2505.14239
2D ClassificationonMS-COCO (30-shot)
AP· 2025-05-20
22.7
best: 36.8 (Training-free)
Decoupling Classifier for Boosting Few-shot Object Detection and Instance Segmentation arXiv:2505.14239
2D ClassificationonMS-COCO (10-shot)
AP· 2025-05-20
19.5
best: 36.6 (Training-free)
Decoupling Classifier for Boosting Few-shot Object Detection and Instance Segmentation arXiv:2505.14239
2D Object DetectiononMS-COCO (1-shot)
AP· 2025-05-20
10
best: 26.5 (Training-free)
Decoupling Classifier for Boosting Few-shot Object Detection and Instance Segmentation arXiv:2505.14239
2D Object DetectiononMS-COCO (1-shot)
AP· 2025-05-20
8.1
best: 26.5 (Training-free)
Decoupling Classifier for Boosting Few-shot Object Detection and Instance Segmentation arXiv:2505.14239
2D Object DetectiononMS-COCO (30-shot)
AP· 2025-05-20
22.7
best: 36.8 (Training-free)
Decoupling Classifier for Boosting Few-shot Object Detection and Instance Segmentation arXiv:2505.14239
2D Object DetectiononMS-COCO (10-shot)
AP· 2025-05-20
19.5
best: 36.6 (Training-free)
Decoupling Classifier for Boosting Few-shot Object Detection and Instance Segmentation arXiv:2505.14239
16konMS-COCO (1-shot)
AP· 2025-05-20
10
best: 26.5 (Training-free)
Decoupling Classifier for Boosting Few-shot Object Detection and Instance Segmentation arXiv:2505.14239
16konMS-COCO (1-shot)
AP· 2025-05-20
8.1
best: 26.5 (Training-free)
Decoupling Classifier for Boosting Few-shot Object Detection and Instance Segmentation arXiv:2505.14239
16konMS-COCO (30-shot)
AP· 2025-05-20
22.7
best: 36.8 (Training-free)
Decoupling Classifier for Boosting Few-shot Object Detection and Instance Segmentation arXiv:2505.14239
16konMS-COCO (10-shot)
AP· 2025-05-20
19.5
best: 36.6 (Training-free)
Decoupling Classifier for Boosting Few-shot Object Detection and Instance Segmentation arXiv:2505.14239

Computer Vision8 results

Object DetectiononMS-COCO (1-shot)
AP· 2025-05-20
10
best: 26.5 (Training-free)
Decoupling Classifier for Boosting Few-shot Object Detection and Instance Segmentation arXiv:2505.14239
Object DetectiononMS-COCO (1-shot)
AP· 2025-05-20
8.1
best: 26.5 (Training-free)
Decoupling Classifier for Boosting Few-shot Object Detection and Instance Segmentation arXiv:2505.14239
Object DetectiononMS-COCO (30-shot)
AP· 2025-05-20
22.7
best: 36.8 (Training-free)
Decoupling Classifier for Boosting Few-shot Object Detection and Instance Segmentation arXiv:2505.14239
Object DetectiononMS-COCO (10-shot)
AP· 2025-05-20
19.5
best: 36.6 (Training-free)
Decoupling Classifier for Boosting Few-shot Object Detection and Instance Segmentation arXiv:2505.14239
Few-Shot Object DetectiononMS-COCO (1-shot)
AP· 2025-05-20
10
best: 26.5 (Training-free)
Decoupling Classifier for Boosting Few-shot Object Detection and Instance Segmentation arXiv:2505.14239
Few-Shot Object DetectiononMS-COCO (1-shot)
AP· 2025-05-20
8.1
best: 26.5 (Training-free)
Decoupling Classifier for Boosting Few-shot Object Detection and Instance Segmentation arXiv:2505.14239
Few-Shot Object DetectiononMS-COCO (30-shot)
AP· 2025-05-20
22.7
best: 36.8 (Training-free)
Decoupling Classifier for Boosting Few-shot Object Detection and Instance Segmentation arXiv:2505.14239
Few-Shot Object DetectiononMS-COCO (10-shot)
AP· 2025-05-20
19.5
best: 36.6 (Training-free)
Decoupling Classifier for Boosting Few-shot Object Detection and Instance Segmentation arXiv:2505.14239