Few Shot Object Detection On Ms Coco 30 Shot

评估指标

评测结果

各个模型在此基准测试上的表现结果

		Paper Title	Repository
CD-ViTO	35.9	Cross-Domain Few-Shot Object Detection via Enhanced Open-Set Object Detector
DE-ViT	34	Detect Everything with Few Examples
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
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
hANMCL	25.0	Hierarchical Attention Network for Few-Shot Object Detection via Meta-Contrastive Learning
RISF (Resnet-101)	24.4	Re-Scoring Using Image-Language Similarity for Few-Shot Object Detection
Meta-DETR (Multi-Scale Feature)	22.9	Meta-DETR: Image-Level Few-Shot Object Detection with Inter-Class Correlation Exploitation
DCFS	22.7	Decoupling Classifier for Boosting Few-shot Object Detection and Instance Segmentation	-
DeFRCN	22.6	DeFRCN: Decoupled Faster R-CNN for Few-Shot Object Detection
Meta-DETR (Single-Scale Feature)	21.3	Meta-DETR: Image-Level Few-Shot Object Detection with Inter-Class Correlation Exploitation
imTED+ViT-S	21.0	Integrally Migrating Pre-trained Transformer Encoder-decoders for Visual Object Detection
FsDetView + PSP	17.1	Few-Shot Object Detection by Attending to Per-Sample-Prototype	-
FSCE	15.3	FSCE: Few-Shot Object Detection via Contrastive Proposal Encoding
FsDetView	14.7	Few-Shot Object Detection and Viewpoint Estimation for Objects in the Wild
SSR-FSD	14.7	Semantic Relation Reasoning for Shot-Stable Few-Shot Object Detection	-
MPSR	14.1	Multi-Scale Positive Sample Refinement for Few-Shot Object Detection
TFA w/ cos	13.7	Frustratingly Simple Few-Shot Object Detection
TFA w/ fc	13.4	Frustratingly Simple Few-Shot Object Detection

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