Integrating unsupervised domain adaptation and SAM technologies for image semantic segmentation: a case study on building extraction from high-resolution remote sensing images by Mengyuan Yang, Rui Yang, Min Wang, Haiyan Xu, Gang Xu

Subjects: “…Weakly supervised learning…”
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A unified approach for weakly supervised crack detection via affine transformation and pseudo label refinement by Zhongmin Huangfu, Yibo Jiao, Fupeng Wei, Ge Shi, Hangcheng Dong

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Cross-Database Learning Framework for Electrocardiogram Arrhythmia Classification Using Two-Dimensional Beat-Score-Map Representation by Jaewon Lee, Miyoung Shin

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AECA-FBMamba: A Framework with Adaptive Environment Channel Alignment and Mamba Bridging Semantics and Details by Xin Chai, Wenrong Zhang, Zhaoxin Li, Ning Zhang, Xiujuan Chai

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Training-Free VLM-Based Pseudo Label Generation for Video Anomaly Detection by Moshira Abdalla, Sajid Javed

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A two-stage multi-scale attention-based network for weakly supervised cataract fundus image enhancement by Xiaoyong Fang, Yue Wang, Xiangyu Li, Wanshu Fan, Dongsheng Zhou

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Multi-Scale Localization Grouping Weighted Weakly Supervised Video Instance Segmentation and Air Cruiser Application by Yunnan Deng, Yaomin Liu, Yinhui Zhang, Zifen He

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Improving Weakly-Supervised Video Instance Segmentation by Leveraging Spatio-Temporal Consistency by Farnoosh Arefi, Amir M. Mansourian, Shohreh Kasaei

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A weakly-supervised follicle segmentation method in ultrasound images by Guanyu Liu, Weihong Huang, Yanping Li, Qiong Zhang, Jing Fu, Hongying Tang, Jia Huang, Zhongteng Zhang, Lei Zhang, Yu Wang, Jianzhong Hu

Subjects: “…Weakly Supervised Learning…”
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Transformer‐based representation learning and multiple‐instance learning for cancer diagnosis exclusively from raw sequencing fragments of bisulfite‐treated plasma cell‐free DNA... by Jilei Liu, Hongru Shen, Yichen Yang, Meng Yang, Qiang Zhang, Kexin Chen, Xiangchun Li

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Explainable Artificial Intelligence Driven Segmentation for Cervical Cancer Screening by Niruthikka Sritharan, Nishaanthini Gnanavel, Prathushan Inparaj, Dulani Meedeniya, Pratheepan Yogarajah

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Parameter-efficient weakly supervised referring video object segmentation via chain-of-thought reasoning by Xing Wang, Zhe Xu, Yuanshi Zheng, Handing Wang

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GCN-based weakly-supervised community detection with updated structure centres selection by Liping Deng, Bing Guo, Wen Zheng

Subjects: “…Weakly-supervised learning…”
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Generalized Hierarchical Co-Saliency Learning for Label-Efficient Tracking by Jie Zhao, Ying Gao, Chunjuan Bo, Dong Wang

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Reducing Uncertainty of Weak Supervised Signals via Mutual Information Techniques by Yichen Liu, Hanlin Feng, Xin Zhang

Subjects: “…Weakly supervised learning…”
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DepthRL: a weakly supervised approach for monocular depth estimation using deep reinforcement learning by Han Chen, Yongxiong Wang, Jiayi Zhang, Jiapeng Zhang, Zhiqun Pan, Shuwen Jia, Shuai Huang

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A method for spatial interpretation of weakly supervised deep learning models in computational pathology by Abhinav Sharma, Bojing Liu, Mattias Rantalainen

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BSG-WSL: BackScatter-guided weakly supervised learning for water mapping in SAR images by Kai Wang, Zhongle Ren, Biao Hou, Weibin Li, Licheng Jiao

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Mastitis Classification in Dairy Cows Using Weakly Supervised Representation Learning by Soo-Hyun Cho, Mingyung Lee, Wang-Hee Lee, Seongwon Seo, Dae-Hyun Lee

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Weakly supervised learning through box annotations for pig instance segmentation by Heng Zhou, Jiuqing Dong, Shujie Han, Seyeon Chung, Hassan Ali, Sangcheol Kim

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