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Models/UniFS

UniFS

Reported on 12 benchmarks across 6 tasks · 1 paper · 6 SOTA

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

Methodology8 results

3DonMS-COCO (5-shot)
AP· 2024-04-30
18.2
SOTA
UniFS: Universal Few-shot Instance Perception with Point Representations arXiv:2404.19401
2D ClassificationonMS-COCO (5-shot)
AP· 2024-04-30
18.2
SOTA
UniFS: Universal Few-shot Instance Perception with Point Representations arXiv:2404.19401
2D Object DetectiononMS-COCO (5-shot)
AP· 2024-04-30
18.2
SOTA
UniFS: Universal Few-shot Instance Perception with Point Representations arXiv:2404.19401
16konMS-COCO (5-shot)
AP· 2024-04-30
18.2
SOTA
UniFS: Universal Few-shot Instance Perception with Point Representations arXiv:2404.19401
3DonMS-COCO (1-shot)
AP· 2024-04-30
12.7
best: 26.5 (Training-free)
UniFS: Universal Few-shot Instance Perception with Point Representations arXiv:2404.19401
2D ClassificationonMS-COCO (1-shot)
AP· 2024-04-30
12.7
best: 26.5 (Training-free)
UniFS: Universal Few-shot Instance Perception with Point Representations arXiv:2404.19401
2D Object DetectiononMS-COCO (1-shot)
AP· 2024-04-30
12.7
best: 26.5 (Training-free)
UniFS: Universal Few-shot Instance Perception with Point Representations arXiv:2404.19401
16konMS-COCO (1-shot)
AP· 2024-04-30
12.7
best: 26.5 (Training-free)
UniFS: Universal Few-shot Instance Perception with Point Representations arXiv:2404.19401

Computer Vision4 results

Object DetectiononMS-COCO (5-shot)
AP· 2024-04-30
18.2
SOTA
UniFS: Universal Few-shot Instance Perception with Point Representations arXiv:2404.19401
Few-Shot Object DetectiononMS-COCO (5-shot)
AP· 2024-04-30
18.2
SOTA
UniFS: Universal Few-shot Instance Perception with Point Representations arXiv:2404.19401
Object DetectiononMS-COCO (1-shot)
AP· 2024-04-30
12.7
best: 26.5 (Training-free)
UniFS: Universal Few-shot Instance Perception with Point Representations arXiv:2404.19401
Few-Shot Object DetectiononMS-COCO (1-shot)
AP· 2024-04-30
12.7
best: 26.5 (Training-free)
UniFS: Universal Few-shot Instance Perception with Point Representations arXiv:2404.19401