2D Object Detection on Clipark1k

Metric: mAP (higher is better)

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#	Model↕	mAP▼	Augmentations	Paper	Date↕	Code
1	ETS	61.5	Yes	Enhance Then Search: An Augmentation-Search Stra...	2025-04-06	Code
2	CDFormer(w/FT)	59	No	CDFormer: Cross-Domain Few-Shot Object Detection...	2025-05-02	Code
3	CDFormer(w/o FT)	53.5	No	CDFormer: Cross-Domain Few-Shot Object Detection...	2025-05-02	Code
4	CD-ViTO	44.3	No	Cross-Domain Few-Shot Object Detection via Enhan...	2024-02-05	Code
5	DE-ViT-FT	40.8	No	Detect Everything with Few Examples	2023-09-22	Code
6	Training-free(w/o FT)	25.9	No	No time to train! Training-Free Reference-Based ...	2025-07-03	Code
7	ViTDeT-FT	25.6	No	Exploring Plain Vision Transformer Backbones for...	2022-03-30	Code
8	Detic-FT	22.3	No	Detecting Twenty-thousand Classes using Image-le...	2022-01-07	Code
9	Detic(w/o FT)	11.4	No	Detecting Twenty-thousand Classes using Image-le...	2022-01-07	Code
10	DE-ViT(w/o FT)	11	No	Detect Everything with Few Examples	2023-09-22	Code

#1ETSSOTA
61.5
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)
59
mAP· 2025-05-02
CDFormer: Cross-Domain Few-Shot Object Detection Transformer Against Feature Confusion Code
#3CDFormer(w/o FT)
53.5
mAP· 2025-05-02
CDFormer: Cross-Domain Few-Shot Object Detection Transformer Against Feature Confusion Code
#4CD-ViTOSOTA
44.3
mAP· 2024-02-05
Cross-Domain Few-Shot Object Detection via Enhanced Open-Set Object Detector Code
#5DE-ViT-FTSOTA
40.8
mAP· 2023-09-22
Detect Everything with Few Examples Code
#6Training-free(w/o FT)
25.9
mAP· 2025-07-03
No time to train! Training-Free Reference-Based Instance Segmentation Code
#7ViTDeT-FTSOTA
25.6
mAP· 2022-03-30
Exploring Plain Vision Transformer Backbones for Object Detection Code
#8Detic-FTSOTA
22.3
mAP· 2022-01-07
Detecting Twenty-thousand Classes using Image-level Supervision Code
#9Detic(w/o FT)
11.4
mAP· 2022-01-07
Detecting Twenty-thousand Classes using Image-level Supervision Code
#10DE-ViT(w/o FT)
11
mAP· 2023-09-22
Detect Everything with Few Examples Code