Weakly supervised learning through box annotations for pig instance segmentation

Abstract Pig instance segmentation is a critical component of smart pig farming, serving as the basis for advanced applications such as health monitoring and weight estimation. However, existing methods typically rely on large volumes of precisely labeled mask data, which are both difficult and cost...

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Bibliographic Details
Main Authors: Heng Zhou, Jiuqing Dong, Shujie Han, Seyeon Chung, Hassan Ali, Sangcheol Kim
Format: Article
Language:English
Published: Nature Portfolio 2025-06-01
Series:Scientific Reports
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Online Access:https://doi.org/10.1038/s41598-025-05113-x
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