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Metric: mAP (higher is better)

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#	Model↕	mAP▼	Augmentations	Paper	Date↕	Code
1	ETS	37.5	Yes	Enhance Then Search: An Augmentation-Search Stra...	2025-04-06	Code
2	CDFormer(w/FT)	32.5	No	CDFormer: Cross-Domain Few-Shot Object Detection...	2025-05-02	Code
3	BIOT	31.1	No	-	-	-
4	CD-ViTO	30.8	No	Cross-Domain Few-Shot Object Detection via Enhan...	2024-02-05	Code
5	ViTDeT-FT	29.4	No	Exploring Plain Vision Transformer Backbones for...	2022-03-30	Code
6	DE-ViT-FT	25.6	No	Detect Everything with Few Examples	2023-09-22	Code
7	DeFRCN	22.9	No	DeFRCN: Decoupled Faster R-CNN for Few-Shot Obje...	2021-08-20	Code
8	FSCE	21.9	No	FSCE: Few-Shot Object Detection via Contrastive ...	2021-03-10	Code
9	Meta-RCNN	20.6	No	-	-	-
10	TFA w/cos	20.5	No	Frustratingly Simple Few-Shot Object Detection	2020-03-16	Code
11	Training-free(w/o FT)	16.4	No	No time to train! Training-Free Reference-Based ...	2025-07-03	Code
12	Detic-FT	15.4	No	Detecting Twenty-thousand Classes using Image-le...	2022-01-07	Code
13	DE-ViT(w/o FT)	8.4	No	Detect Everything with Few Examples	2023-09-22	Code
14	CDFormer(w/o FT)	7.9	No	CDFormer: Cross-Domain Few-Shot Object Detection...	2025-05-02	Code
15	Detic(w/o FT)	0.1	No	Detecting Twenty-thousand Classes using Image-le...	2022-01-07	Code

#1ETSSOTA
37.5
mAP· Augmentations· 2025-04-06
Enhance Then Search: An Augmentation-Search Strategy with Foundation Models for Cross-Domain Few-Shot Object Detection Code
#2CDFormer(w/FT)
32.5
mAP· 2025-05-02
CDFormer: Cross-Domain Few-Shot Object Detection Transformer Against Feature Confusion Code
#3BIOT
31.1
mAP
No paper
#4CD-ViTOSOTA
30.8
mAP· 2024-02-05
Cross-Domain Few-Shot Object Detection via Enhanced Open-Set Object Detector Code
#5ViTDeT-FTSOTA
29.4
mAP· 2022-03-30
Exploring Plain Vision Transformer Backbones for Object Detection Code
#6DE-ViT-FT
25.6
mAP· 2023-09-22
Detect Everything with Few Examples Code
#7DeFRCNSOTA
22.9
mAP· 2021-08-20
DeFRCN: Decoupled Faster R-CNN for Few-Shot Object Detection Code
#8FSCESOTA
21.9
mAP· 2021-03-10
FSCE: Few-Shot Object Detection via Contrastive Proposal Encoding Code
#9Meta-RCNN
20.6
mAP
No paper
#10TFA w/cosSOTA
20.5
mAP· 2020-03-16
Frustratingly Simple Few-Shot Object Detection Code
#11Training-free(w/o FT)
16.4
mAP· 2025-07-03
No time to train! Training-Free Reference-Based Instance Segmentation Code
#12Detic-FT
15.4
mAP· 2022-01-07
Detecting Twenty-thousand Classes using Image-level Supervision Code
#13DE-ViT(w/o FT)
8.4
mAP· 2023-09-22
Detect Everything with Few Examples Code
#14CDFormer(w/o FT)
7.9
mAP· 2025-05-02
CDFormer: Cross-Domain Few-Shot Object Detection Transformer Against Feature Confusion Code
#15Detic(w/o FT)
0.1
mAP· 2022-01-07
Detecting Twenty-thousand Classes using Image-level Supervision Code