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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…