2D Classification 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

#1ETSSOTA
29.8
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)
26.4
mAP· 2025-05-02
CDFormer: Cross-Domain Few-Shot Object Detection Transformer Against Feature Confusion Code
#3BIOT(10-shot)
20.4
mAP
No paper
#4BIOT(5-shot)
18
mAP
No paper
#5Detic-FTSOTA
16.8
mAP· 2022-01-07
Detecting Twenty-thousand Classes using Image-level Supervision Code
#6CDFormer(w/o FT)
16.7
mAP· 2025-05-02
CDFormer: Cross-Domain Few-Shot Object Detection Transformer Against Feature Confusion Code
#7Training-free(w/o FT)
16
mAP· 2025-07-03
No time to train! Training-Free Reference-Based Instance Segmentation Code
#8ViTDeT-FT
15.8
mAP· 2022-03-30
Exploring Plain Vision Transformer Backbones for Object Detection Code
#9DeFRCNSOTA
12.1
mAP· 2021-08-20
DeFRCN: Decoupled Faster R-CNN for Few-Shot Object Detection Code
#10FSCESOTA
12
mAP· 2021-03-10
FSCE: Few-Shot Object Detection via Contrastive Proposal Encoding Code
#11TFA w/cosSOTA
11.8
mAP· 2020-03-16
Frustratingly Simple Few-Shot Object Detection Code
#12Meta-RCNN
11.2
mAP
No paper
#13CD-ViTO
7
mAP· 2024-02-05
Cross-Domain Few-Shot Object Detection via Enhanced Open-Set Object Detector Code
#14DE-ViT-FT
5.4
mAP· 2023-09-22
Detect Everything with Few Examples Code
#15DE-ViT(w/o FT)
3.1
mAP· 2023-09-22
Detect Everything with Few Examples Code
#16Detic(w/o FT)
0
mAP
No paperCode