Few Shot Object Detection On Ms Coco 30 Shot

Métriques

Résultats

Résultats de performance de divers modèles sur ce benchmark

Nom du modèle	AP	Paper Title	Repository
DCFS	22.7	Decoupling Classifier for Boosting Few-shot Object Detection and Instance Segmentation
Meta R-CNN	12.4	Meta R-CNN : Towards General Solver for Instance-level Few-shot Learning	-
DE-ViT	34	Detect Everything with Few Examples
Meta-DETR (Multi-Scale Feature)	22.9	Meta-DETR: Image-Level Few-Shot Object Detection with Inter-Class Correlation Exploitation
FsDetView	14.7	Few-Shot Object Detection and Viewpoint Estimation for Objects in the Wild
MetaDet	11.3	Meta-Learning to Detect Rare Objects	-
Meta-DETR (Single-Scale Feature)	21.3	Meta-DETR: Image-Level Few-Shot Object Detection with Inter-Class Correlation Exploitation
FeatReweight	9.1	Few-shot Object Detection via Feature Reweighting
SSR-FSD	14.7	Semantic Relation Reasoning for Shot-Stable Few-Shot Object Detection	-
imTED+ViT-B	30.2	Integrally Migrating Pre-trained Transformer Encoder-decoders for Visual Object Detection
DETReg-ft-full DDETR	30	DETReg: Unsupervised Pretraining with Region Priors for Object Detection
DeFRCN	22.6	DeFRCN: Decoupled Faster R-CNN for Few-Shot Object Detection
RISF (Resnet-101)	24.4	Re-Scoring Using Image-Language Similarity for Few-Shot Object Detection
MPSR	14.1	Multi-Scale Positive Sample Refinement for Few-Shot Object Detection
LSTD (YOLO)	6.7	LSTD: A Low-Shot Transfer Detector for Object Detection
TFA w/ cos	13.7	Frustratingly Simple Few-Shot Object Detection
hANMCL	25.0	Hierarchical Attention Network for Few-Shot Object Detection via Meta-Contrastive Learning
BIOT	33.8	Balanced ID-OOD tradeoff transfer makes query based detectors good few shot learners	-
RISF (SWIN-Large)	31.9	Re-Scoring Using Image-Language Similarity for Few-Shot Object Detection
CD-ViTO	35.9	Cross-Domain Few-Shot Object Detection via Enhanced Open-Set Object Detector

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