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Siquan Huang

2 accepted papers

2025

Unsupervised Histopathological Image Semantic Segmentation with Overlapping Patches Consistency Constraint

ICCV 2025poster

Massive requirement for pixel-wise annotations in histopathological image segmentation poses a significant challenge, leading to increasing interest in Unsupervised Semantic Segmentation (USS) as a viable alternative. Pre-trained model-based methods have been widely used in USS, achieving promising…

Cited by 0SourcePDFScholar
2023

Multi-Metrics Adaptively Identifies Backdoors in Federated Learning

ICCV 2023poster

The decentralized and privacy-preserving nature of federated learning (FL) makes it vulnerable to backdoor attacks aiming to manipulate the behavior of the resulting model on specific adversary-chosen inputs. However, most existing defenses based on statistical differences take effect only against s…

Cited by 25PDFcodeScholar