Few-Shot Object Detection on Artaxor

Metric: mAP (higher is better)

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#	Model↕	mAP▼	Extra Data	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

#1ETSSOTA
71.2
mAP· Extra Data· 2025-04-06
Enhance Then Search: An Augmentation-Search Strategy with Foundation Models for Cross-Domain Few-Shot Object Detection Code
#2CDFormer(w/FT)
68.7
mAP· 2025-05-02
CDFormer: Cross-Domain Few-Shot Object Detection Transformer Against Feature Confusion Code
#3CD-ViTOSOTA
60.5
mAP· 2024-02-05
Cross-Domain Few-Shot Object Detection via Enhanced Open-Set Object Detector Code
#4BIOT(10-Shot)
58.4
mAP
No paper
#5BIOT(5-Shot)
53.3
mAP
No paper
#6DE-ViT-FTSOTA
49.2
mAP· 2023-09-22
Detect Everything with Few Examples Code
#7CDFormer(w/o FT)
37.3
mAP· 2025-05-02
CDFormer: Cross-Domain Few-Shot Object Detection Transformer Against Feature Confusion Code
#8Training-free(w/o FT)
35
mAP· 2025-07-03
No time to train! Training-Free Reference-Based Instance Segmentation Code
#9ViTDeT-FTSOTA
23.4
mAP· 2022-03-30
Exploring Plain Vision Transformer Backbones for Object Detection Code
#10FSCESOTA
15.9
mAP· 2021-03-10
FSCE: Few-Shot Object Detection via Contrastive Proposal Encoding Code
#11DeFRCN
15.5
mAP· 2021-08-20
DeFRCN: Decoupled Faster R-CNN for Few-Shot Object Detection Code
#12TFA w/cosSOTA
14.8
mAP· 2020-03-16
Frustratingly Simple Few-Shot Object Detection Code
#13Meta-RCNN
14
mAP
No paper
#14Detic-FT
12
mAP· 2022-01-07
Detecting Twenty-thousand Classes using Image-level Supervision Code
#15DE-ViT(w/o FT)
9.2
mAP· 2023-09-22
Detect Everything with Few Examples Code
#16Detic(w/o FT)
0.6
mAP· 2022-01-07
Detecting Twenty-thousand Classes using Image-level Supervision Code