most citedEnriching Information and Preserving Semantic Consistency in Expanding Curvilinear Object Segmentation Datasets

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cs.CV2026

From Reconstruction to Decision: A Post-Encoder Plug-in Adapter for Curvilinear Segmentation

Qin Lei, Jiang Zhong, Xin Xiao +2

Curvilinear object segmentation, including vessels and cracks, is challenging due to extreme spatial sparsity and topological fragility, where small local errors can cause severe s…

cs.CV2024★ 1 cited

Enriching Information and Preserving Semantic Consistency in Expanding Curvilinear Object Segmentation Datasets

Qin Lei, Jiang Zhong, Qizhu Dai

Curvilinear object segmentation plays a crucial role across various applications, yet datasets in this domain often suffer from small scale due to the high costs associated with da…