2 papers
eess.AS2026
From Physics to Representation: Audio Learning with Synthetic Pre-training via Procedural Generation
Fengrui Liu, Ruiyang Huang, Qijian Zheng +2
Self-supervised learning advances audio representation for multimedia analysis. However, prevailing data-centric approaches rely on massive real-world corpora, increasing training…
cs.CV2026
WaveRNet: Wavelet-Guided Frequency Learning for Multi-Source Domain-Generalized Retinal Vessel Segmentation
Chanchan Wang, Yuanfang Wang, Qing Xu +1
Domain-generalized retinal vessel segmentation is critical for automated ophthalmic diagnosis, yet faces significant challenges from domain shift induced by non-uniform illuminatio…