3 papers
cs.CV2026
Robust Fuzzy Multi-view Learning under View Conflict
Siyuan Duan, Yuan Sun, Dezhong Peng +3
Trusted multi-view classification aims to deliver reliable fusion for accurate predictions and has recently attracted substantial attention in both academia and industry. However,…
cs.CV2025
Neighbor-aware Instance Refining with Noisy Labels for Cross-Modal Retrieval
Yizhi Liu, Ruitao Pu, Shilin Xu +3
In recent years, Cross-Modal Retrieval (CMR) has made significant progress in the field of multi-modal analysis. However, since it is time-consuming and labor-intensive to collect…
cs.LG2025
Rep-GLS: Report-Guided Generalized Label Smoothing for Robust Disease Detection
Kunyu Zhang, Fukang Ge, Binyang Wang +5
Unlike nature image classification where groundtruth label is explicit and of no doubt, physicians commonly interpret medical image conditioned on certainty like using phrase "prob…