2D Object Detection on UODD

Metric: mAP (higher is better)

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#	Model↕	mAP▼	Augmentations	Paper	Date↕	Code
1	ETS	29.8	Yes	Enhance Then Search: An Augmentation-Search Stra...	2025-04-06	Code
2	CDFormer(w/FT)	26.4	No	CDFormer: Cross-Domain Few-Shot Object Detection...	2025-05-02	Code
3	BIOT(10-shot)	20.4	No	-	-	-
4	BIOT(5-shot)	18	No	-	-	-
5	Detic-FT	16.8	No	Detecting Twenty-thousand Classes using Image-le...	2022-01-07	Code
6	CDFormer(w/o FT)	16.7	No	CDFormer: Cross-Domain Few-Shot Object Detection...	2025-05-02	Code
7	Training-free(w/o FT)	16	No	No time to train! Training-Free Reference-Based ...	2025-07-03	Code
8	ViTDeT-FT	15.8	No	Exploring Plain Vision Transformer Backbones for...	2022-03-30	Code
9	DeFRCN	12.1	No	DeFRCN: Decoupled Faster R-CNN for Few-Shot Obje...	2021-08-20	Code
10	FSCE	12	No	FSCE: Few-Shot Object Detection via Contrastive ...	2021-03-10	Code
11	TFA w/cos	11.8	No	Frustratingly Simple Few-Shot Object Detection	2020-03-16	Code
12	Meta-RCNN	11.2	No	-	-	-
13	CD-ViTO	7	No	Cross-Domain Few-Shot Object Detection via Enhan...	2024-02-05	Code
14	DE-ViT-FT	5.4	No	Detect Everything with Few Examples	2023-09-22	Code
15	DE-ViT(w/o FT)	3.1	No	Detect Everything with Few Examples	2023-09-22	Code
16	Detic(w/o FT)	0	No	-	-	Code