2 papers
cs.CV2026
Difference-Driven Gating: Adaptive Feature Fusion for U-Net Decoder
Kai Li, Xuechao Zou, Jiashen Fu +3
The U-Net style models have been widely used in many applications. A critical step in these models is to reconstruct the lower-level features using a top-down decoder. This reconst…
cs.SD2026
A Semantically Consistent Dataset for Data-Efficient Query-Based Universal Sound Separation
Kai Li, Jintao Cheng, Chang Zeng +5
Query-based universal sound separation is fundamental to intelligent auditory systems, aiming to isolate specific sources from mixtures. Despite recent advances, existing methods c…