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Metric: mAP (higher is better)

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#	Model↕	mAP▼	Augmentations	Paper	Date↕	Code
1	ETS	71.2	Yes	Enhance Then Search: An Augmentation-Search Stra...	2025-04-06	Code
2	CDFormer(w/FT)	68.7	No	CDFormer: Cross-Domain Few-Shot Object Detection...	2025-05-02	Code
3	CD-ViTO	60.5	No	Cross-Domain Few-Shot Object Detection via Enhan...	2024-02-05	Code
4	BIOT(10-Shot)	58.4	No	-	-	-
5	BIOT(5-Shot)	53.3	No	-	-	-
6	DE-ViT-FT	49.2	No	Detect Everything with Few Examples	2023-09-22	Code
7	CDFormer(w/o FT)	37.3	No	CDFormer: Cross-Domain Few-Shot Object Detection...	2025-05-02	Code
8	Training-free(w/o FT)	35	No	No time to train! Training-Free Reference-Based ...	2025-07-03	Code
9	ViTDeT-FT	23.4	No	Exploring Plain Vision Transformer Backbones for...	2022-03-30	Code
10	FSCE	15.9	No	FSCE: Few-Shot Object Detection via Contrastive ...	2021-03-10	Code
11	DeFRCN	15.5	No	DeFRCN: Decoupled Faster R-CNN for Few-Shot Obje...	2021-08-20	Code
12	TFA w/cos	14.8	No	Frustratingly Simple Few-Shot Object Detection	2020-03-16	Code
13	Meta-RCNN	14	No	-	-	-
14	Detic-FT	12	No	Detecting Twenty-thousand Classes using Image-le...	2022-01-07	Code
15	DE-ViT(w/o FT)	9.2	No	Detect Everything with Few Examples	2023-09-22	Code
16	Detic(w/o FT)	0.6	No	Detecting Twenty-thousand Classes using Image-le...	2022-01-07	Code