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cs.CV2026

Trust the Unreliability: Inward Backward Dynamic Unreliability Driven Coreset Selection for Medical Image Classification

Yan Liang, Ziyuan Yang, Zhuxin Lei +3

Efficiently managing and utilizing large-scale medical imaging datasets with limited resources presents significant challenges. While coreset selection helps reduce computational c…

cs.CV2026

One CT Unified Model Training Framework to Rule All Scanning Protocols

Fengzhi Xu, Ziyuan Yang, Zexin Lu +4

Non-ideal measurement computed tomography (NICT), which lowers radiation at the cost of image quality, is expanding the clinical use of CT. Although unified models have shown promi…

cs.CV2025

FedPalm: A General Federated Learning Framework for Closed- and Open-Set Palmprint Verification

Ziyuan Yang, Yingyu Chen, Chengrui Gao +3

Current deep learning (DL)-based palmprint verification models rely on centralized training with large datasets, which raises significant privacy concerns due to biometric data's s…

cs.CV2024

Double Banking on Knowledge: Customized Modulation and Prototypes for Multi-Modality Semi-supervised Medical Image Segmentation

Yingyu Chen, Ziyuan Yang, Ming Yan +4

Multi-modality (MM) semi-supervised learning (SSL) based medical image segmentation has recently gained increasing attention for its ability to utilize MM data and reduce reliance…

cs.CV2024

Trustworthy Hate Speech Detection Through Visual Augmentation

Ziyuan Yang, Ming Yan, Yingyu Chen +3

The surge of hate speech on social media platforms poses a significant challenge, with hate speech detection~(HSD) becoming increasingly critical. Current HSD methods focus on enri…