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Weakly Supervised Object Detection 벤치마크

Weakly Supervised Object Detection on Comic2k

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27 37.1 47.2 57.31 67.41 2018-03 2026-11 DT+PL (+extra) — 42.2 (2018-03-30) DT+PL — 37.2 (2018-03-30) DT+PL (+extra) — 42.2 (2018-03-30) DT+PL — 37.2 (2018-03-30) DT+PL (+extra) — 42.2 (2018-03-30) DT+PL — 37.2 (2018-03-30) DT+PL (+extra) — 42.2 (2018-03-30) DT+PL — 37.2 (2018-03-30) DT+PL (+extra) — 42.2 (2018-03-30) DT+PL — 37.2 (2018-03-30) MI-max — 27.0 (2020-08-03) MI-max — 27.0 (2020-08-03) MI-max — 27.0 (2020-08-03) MI-max — 27.0 (2020-08-03) MI-max — 27.0 (2020-08-03) ICCM — 37.1 (2021-06-19) ICCM — 37.1 (2021-06-19) ICCM — 37.1 (2021-06-19) ICCM — 37.1 (2021-06-19) ICCM — 37.1 (2021-06-19) H2FA R-CNN (+extra) — 53.0 (2022-01-01) H2FA R-CNN — 46.4 (2022-01-01) H2FA R-CNN (+extra) — 53.0 (2022-01-01) H2FA R-CNN — 46.4 (2022-01-01) H2FA R-CNN (+extra) — 53.0 (2022-01-01) H2FA R-CNN — 46.4 (2022-01-01) H2FA R-CNN (+extra) — 53.0 (2022-01-01) H2FA R-CNN — 46.4 (2022-01-01) H2FA R-CNN (+extra) — 53.0 (2022-01-01) H2FA R-CNN — 46.4 (2022-01-01) DASS-Detector (YOLOX Tiny) — 67.41 (2022-11-19) DASS-Detector (YOLOX Tiny) — 67.41 (2022-11-19) DASS-Detector (YOLOX Tiny) — 67.41 (2022-11-19) DASS-Detector (YOLOX Tiny) — 67.41 (2022-11-19) DASS-Detector (YOLOX Tiny) — 67.41 (2022-11-19) TADP — 57.4 (2023-09-29) TADP — 57.4 (2023-09-29) TADP — 57.4 (2023-09-29) TADP — 57.4 (2023-09-29) TADP — 57.4 (2023-09-29) DT+PL (+extra) — 42.2 (2018-03-30) H2FA R-CNN (+extra) — 53.0 (2022-01-01) DASS-Detector (YOLOX Tiny) — 67.41 (2022-11-19)
RankModel MAP Extra Training Data PaperCodeYear
1 DASS-Detector (YOLOX Tiny) 67.41 ✓ Domain-Adaptive Self-Supervised Pre-Training for Face & Body Detection in Drawings barisbatuhan/dass_det_inference · barisbatuhan/dass_detector 2022
2 TADP 57.4 Text-image Alignment for Diffusion-based Perception damaggu/tadp · nkondapa/RSVC 2023
3 H2FA R-CNN (+extra) 53.0 ✓ H2FA R-CNN: Holistic and Hierarchical Feature Alignment for Cross-Domain Weakly Supervised Object Detection xuyunqiu/h2fa_r-cnn 2022
4 H2FA R-CNN 46.4 H2FA R-CNN: Holistic and Hierarchical Feature Alignment for Cross-Domain Weakly Supervised Object Detection xuyunqiu/h2fa_r-cnn 2022
5 DT+PL (+extra) 42.2 ✓ Cross-Domain Weakly-Supervised Object Detection through Progressive Domain Adaptation naoto0804/cross-domain-detection · barisbatuhan/dass_det_inference · barisbatuhan/dass_detector 2018
6 DT+PL 37.2 Cross-Domain Weakly-Supervised Object Detection through Progressive Domain Adaptation naoto0804/cross-domain-detection · barisbatuhan/dass_det_inference · barisbatuhan/dass_detector 2018
7 ICCM 37.1 Informative and Consistent Correspondence Mining for Cross-Domain Weakly Supervised Object Detection 2021
8 MI-max 27 Multiple instance learning on deep features for weakly supervised object detection with extreme domain shifts ngonthier/Mi_max · nicaogr/Mi_max 2020
9 DASS-Detector (YOLOX Tiny) 67.41 ✓ Domain-Adaptive Self-Supervised Pre-Training for Face & Body Detection in Drawings barisbatuhan/dass_det_inference · barisbatuhan/dass_detector 2022
10 TADP 57.4 Text-image Alignment for Diffusion-based Perception damaggu/tadp · nkondapa/RSVC 2023
11 H2FA R-CNN (+extra) 53.0 ✓ H2FA R-CNN: Holistic and Hierarchical Feature Alignment for Cross-Domain Weakly Supervised Object Detection xuyunqiu/h2fa_r-cnn 2022
12 H2FA R-CNN 46.4 H2FA R-CNN: Holistic and Hierarchical Feature Alignment for Cross-Domain Weakly Supervised Object Detection xuyunqiu/h2fa_r-cnn 2022
13 DT+PL (+extra) 42.2 ✓ Cross-Domain Weakly-Supervised Object Detection through Progressive Domain Adaptation naoto0804/cross-domain-detection · barisbatuhan/dass_det_inference · barisbatuhan/dass_detector 2018
14 DT+PL 37.2 Cross-Domain Weakly-Supervised Object Detection through Progressive Domain Adaptation naoto0804/cross-domain-detection · barisbatuhan/dass_det_inference · barisbatuhan/dass_detector 2018
15 ICCM 37.1 Informative and Consistent Correspondence Mining for Cross-Domain Weakly Supervised Object Detection 2021
16 MI-max 27 Multiple instance learning on deep features for weakly supervised object detection with extreme domain shifts ngonthier/Mi_max · nicaogr/Mi_max 2020
17 DASS-Detector (YOLOX Tiny) 67.41 ✓ Domain-Adaptive Self-Supervised Pre-Training for Face & Body Detection in Drawings barisbatuhan/dass_det_inference · barisbatuhan/dass_detector 2022
18 TADP 57.4 Text-image Alignment for Diffusion-based Perception damaggu/tadp · nkondapa/RSVC 2023
19 H2FA R-CNN (+extra) 53.0 ✓ H2FA R-CNN: Holistic and Hierarchical Feature Alignment for Cross-Domain Weakly Supervised Object Detection xuyunqiu/h2fa_r-cnn 2022
20 H2FA R-CNN 46.4 H2FA R-CNN: Holistic and Hierarchical Feature Alignment for Cross-Domain Weakly Supervised Object Detection xuyunqiu/h2fa_r-cnn 2022
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