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Few Shot Object Detection On Ms Coco 30 Shot

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Leistungsergebnisse verschiedener Modelle zu diesem Benchmark

Paper Title
CD-ViTO35.9Cross-Domain Few-Shot Object Detection via Enhanced Open-Set Object Detector
DE-ViT34Detect Everything with Few Examples
BIOT33.8Balanced ID-OOD tradeoff transfer makes query based detectors good few shot learners
RISF (SWIN-Large)31.9Re-Scoring Using Image-Language Similarity for Few-Shot Object Detection
imTED+ViT-B30.2Integrally Migrating Pre-trained Transformer Encoder-decoders for Visual Object Detection
DETReg-ft-full DDETR30DETReg: Unsupervised Pretraining with Region Priors for Object Detection
hANMCL25.0Hierarchical Attention Network for Few-Shot Object Detection via Meta-Contrastive Learning
RISF (Resnet-101)24.4Re-Scoring Using Image-Language Similarity for Few-Shot Object Detection
Meta-DETR (Multi-Scale Feature)22.9Meta-DETR: Image-Level Few-Shot Object Detection with Inter-Class Correlation Exploitation
DCFS22.7Decoupling Classifier for Boosting Few-shot Object Detection and Instance Segmentation
DeFRCN22.6DeFRCN: Decoupled Faster R-CNN for Few-Shot Object Detection
Meta-DETR (Single-Scale Feature)21.3Meta-DETR: Image-Level Few-Shot Object Detection with Inter-Class Correlation Exploitation
imTED+ViT-S21.0Integrally Migrating Pre-trained Transformer Encoder-decoders for Visual Object Detection
FsDetView + PSP17.1Few-Shot Object Detection by Attending to Per-Sample-Prototype
FSCE15.3FSCE: Few-Shot Object Detection via Contrastive Proposal Encoding
FsDetView14.7Few-Shot Object Detection and Viewpoint Estimation for Objects in the Wild
SSR-FSD14.7Semantic Relation Reasoning for Shot-Stable Few-Shot Object Detection
MPSR14.1Multi-Scale Positive Sample Refinement for Few-Shot Object Detection
TFA w/ cos13.7Frustratingly Simple Few-Shot Object Detection
TFA w/ fc13.4Frustratingly Simple Few-Shot Object Detection
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