Few Shot Object Detection On Ms Coco 30 Shot

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Ergebnisse

Leistungsergebnisse verschiedener Modelle zu diesem Benchmark

Modellname	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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