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Songyue Cai

3 accepted papers

2025

MCD-CLIP: Multi-view Chest Disease Diagnosis with Disentangled CLIP

IJCAI 2025

Pre-trained methods for multi-view chest X-ray images have demonstrated impressive performance in chest disease diagnosis, but there are still some limitations that need to be addressed. Firstly, many pre-trained methods require full fine-tuning pre-trained models to induce significant computational

2025

Meta Label Correction with Generalization Regularizer

IJCAI 2025

Deep neural networks can easily lead to the over-fitting issue due to the influence of noisy labels. However, previous label correction methods for dealing with noisy labels often need expensive computation cost to achieve effectiveness and ignore the generalization ability of the model. To address

Cited by 0SourcePDFScholar
2025

Seeking Proxy Point via Stable Feature Space for Noisy Correspondence Learning

IJCAI 2025

To meet the growing demand for cross-modal training data, directly collecting multimodal data from the Internet has become prevalent. However, such data inevitably suffer from Noisy Correspondence. Previous works focused on recasting soft labels to mitigate noise's negative impact. We explore a nove