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Models/Training-free

Training-free

Reported on 18 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.

Methodology12 results

3DonMS-COCO (1-shot)
AP· 2025-07-03
26.5
SOTA
No time to train! Training-Free Reference-Based Instance Segmentation arXiv:2507.02798
3DonMS-COCO (30-shot)
AP· 2025-07-03
36.8
SOTA
No time to train! Training-Free Reference-Based Instance Segmentation arXiv:2507.02798
3DonMS-COCO (10-shot)
AP· 2025-07-03
36.6
SOTA
No time to train! Training-Free Reference-Based Instance Segmentation arXiv:2507.02798
2D ClassificationonMS-COCO (1-shot)
AP· 2025-07-03
26.5
SOTA
No time to train! Training-Free Reference-Based Instance Segmentation arXiv:2507.02798
2D ClassificationonMS-COCO (30-shot)
AP· 2025-07-03
36.8
SOTA
No time to train! Training-Free Reference-Based Instance Segmentation arXiv:2507.02798
2D ClassificationonMS-COCO (10-shot)
AP· 2025-07-03
36.6
SOTA
No time to train! Training-Free Reference-Based Instance Segmentation arXiv:2507.02798
2D Object DetectiononMS-COCO (1-shot)
AP· 2025-07-03
26.5
SOTA
No time to train! Training-Free Reference-Based Instance Segmentation arXiv:2507.02798
2D Object DetectiononMS-COCO (30-shot)
AP· 2025-07-03
36.8
SOTA
No time to train! Training-Free Reference-Based Instance Segmentation arXiv:2507.02798
2D Object DetectiononMS-COCO (10-shot)
AP· 2025-07-03
36.6
SOTA
No time to train! Training-Free Reference-Based Instance Segmentation arXiv:2507.02798
16konMS-COCO (1-shot)
AP· 2025-07-03
26.5
SOTA
No time to train! Training-Free Reference-Based Instance Segmentation arXiv:2507.02798
16konMS-COCO (30-shot)
AP· 2025-07-03
36.8
SOTA
No time to train! Training-Free Reference-Based Instance Segmentation arXiv:2507.02798
16konMS-COCO (10-shot)
AP· 2025-07-03
36.6
SOTA
No time to train! Training-Free Reference-Based Instance Segmentation arXiv:2507.02798

Computer Vision6 results

Object DetectiononMS-COCO (1-shot)
AP· 2025-07-03
26.5
SOTA
No time to train! Training-Free Reference-Based Instance Segmentation arXiv:2507.02798
Object DetectiononMS-COCO (30-shot)
AP· 2025-07-03
36.8
SOTA
No time to train! Training-Free Reference-Based Instance Segmentation arXiv:2507.02798
Object DetectiononMS-COCO (10-shot)
AP· 2025-07-03
36.6
SOTA
No time to train! Training-Free Reference-Based Instance Segmentation arXiv:2507.02798
Few-Shot Object DetectiononMS-COCO (1-shot)
AP· 2025-07-03
26.5
SOTA
No time to train! Training-Free Reference-Based Instance Segmentation arXiv:2507.02798
Few-Shot Object DetectiononMS-COCO (30-shot)
AP· 2025-07-03
36.8
SOTA
No time to train! Training-Free Reference-Based Instance Segmentation arXiv:2507.02798
Few-Shot Object DetectiononMS-COCO (10-shot)
AP· 2025-07-03
36.6
SOTA
No time to train! Training-Free Reference-Based Instance Segmentation arXiv:2507.02798