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Guole Liu

2 accepted papers

2024

Representing Topological Self-Similarity Using Fractal Feature Maps for Accurate Segmentation of Tubular Structures

ECCV 2024poster

"Accurate segmentation of long and thin tubular structures is required in a wide variety of areas such as biology, medicine, and remote sensing. The complex topology and geometry of such structures often pose significant technical challenges. A fundamental property of such structures is their topolo…

2022

Deep Neural Networks Learn Meta-Structures from Noisy Labels in Semantic Segmentation

AAAI 2022technical

How deep neural networks (DNNs) learn from noisy labels has been studied extensively in image classification but much less in image segmentation. So far, our understanding of the learning behavior of DNNs trained by noisy segmentation labels remains limited. In this study, we address this deficiency…

Cited by 7SourcePDFScholar