AI RESEARCH
A novel attention mechanism for noise-adaptive and robust segmentation of microtubules in microscopy images
arXiv CS.CV
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ArXi:2507.07800v3 Announce Type: replace-cross Segmenting cytoskeletal filaments in microscopy images is essential for studying their roles in cellular processes. However, this task is highly challenging due to the fine, densely packed, and intertwined nature of these structures. Imaging limitations further complicate analysis. While deep learning has advanced segmentation of large, well-defined biological structures, its performance often degrades under such adverse conditions.