Weakly Supervised Object Detection on Watercolor2k

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MAP

Rank	Model	MAP	Extra Training Data	Paper	Code	Year
1	TADP	72.2		Text-image Alignment for Diffusion-based Perception	damaggu/tadp · nkondapa/RSVC	2023
2	DASS-Detector (YOLOX Tiny)	71.53	✓	Domain-Adaptive Self-Supervised Pre-Training for Face & Body Detection in Drawings	barisbatuhan/dass_det_inference · barisbatuhan/dass_detector	2022
3	H2FA R-CNN (+extra)	62.6	✓	H2FA R-CNN: Holistic and Hierarchical Feature Alignment for Cross-Domain Weakly Supervised Object Detection	xuyunqiu/h2fa_r-cnn	2022
4	H2FA R-CNN	59.9		H2FA R-CNN: Holistic and Hierarchical Feature Alignment for Cross-Domain Weakly Supervised Object Detection	xuyunqiu/h2fa_r-cnn	2022
5	DT+PL (+extra)	59.1	✓	Cross-Domain Weakly-Supervised Object Detection through Progressive Domain Adaptation	naoto0804/cross-domain-detection · barisbatuhan/dass_det_inference · barisbatuhan/dass_detector	2018
6	ICCM	57.4		Informative and Consistent Correspondence Mining for Cross-Domain Weakly Supervised Object Detection		2021
7	MCAR	56.0		Adaptive Object Detection with Dual Multi-Label Prediction		2020
8	MEAA	55.5	✓	Domain-Adaptive Object Detection via Uncertainty-Aware Distribution Alignment	basiclab/DA-OD-MEAA-PyTorch	2020
9	DT+PL	54.3		Cross-Domain Weakly-Supervised Object Detection through Progressive Domain Adaptation	naoto0804/cross-domain-detection · barisbatuhan/dass_det_inference · barisbatuhan/dass_detector	2018
10	MI-max	50.1		Weakly Supervised Object Detection in Artworks	ngonthier/Mi_max · nicaogr/Mi_max	2018
11	MI-max	49.5		Multiple instance learning on deep features for weakly supervised object detection with extreme domain shifts	ngonthier/Mi_max · nicaogr/Mi_max	2020
12	WSDDN	12.7		Weakly Supervised Deep Detection Networks	hbilen/WSDDN · researchmm/WSOD2 · adursun/wsddn.pytorch · +2	2015
13	TADP	72.2		Text-image Alignment for Diffusion-based Perception	damaggu/tadp · nkondapa/RSVC	2023
14	DASS-Detector (YOLOX Tiny)	71.53	✓	Domain-Adaptive Self-Supervised Pre-Training for Face & Body Detection in Drawings	barisbatuhan/dass_det_inference · barisbatuhan/dass_detector	2022
15	H2FA R-CNN (+extra)	62.6	✓	H2FA R-CNN: Holistic and Hierarchical Feature Alignment for Cross-Domain Weakly Supervised Object Detection	xuyunqiu/h2fa_r-cnn	2022
16	H2FA R-CNN	59.9		H2FA R-CNN: Holistic and Hierarchical Feature Alignment for Cross-Domain Weakly Supervised Object Detection	xuyunqiu/h2fa_r-cnn	2022
17	DT+PL (+extra)	59.1	✓	Cross-Domain Weakly-Supervised Object Detection through Progressive Domain Adaptation	naoto0804/cross-domain-detection · barisbatuhan/dass_det_inference · barisbatuhan/dass_detector	2018
18	ICCM	57.4		Informative and Consistent Correspondence Mining for Cross-Domain Weakly Supervised Object Detection		2021
19	MCAR	56.0		Adaptive Object Detection with Dual Multi-Label Prediction		2020
20	MEAA	55.5	✓	Domain-Adaptive Object Detection via Uncertainty-Aware Distribution Alignment	basiclab/DA-OD-MEAA-PyTorch	2020