Shengming Yin

Papers Published on Dec 17 Β· Submitted by taesiri on Dec 18 Abstract Qwen-Image-Layered decomposes images into semantically disentangled RGBA layers using a diffusion model, enabling independent editing of each layer and improving decomposition quality and consistency. AI-generated summary Recent visual generative models often struggle with consistency during image editing due to the entangled nature of raster images, where all visual content is fused into a single canvas.

1 Introduction The interdependence between water production and energy generation underscores the urgent need for advancing desalination technologies. Conventional methods, such as reverse osmosis (RO), have demonstrated efficacy in specific applications; however, they are hindered by several drawbacks, including high-energy consumption, susceptibility to fouling, and inefficiency in treating high-salinity brines.

Abstract Major depressive disorder (MDD) is characterized by persistent low mood and anhedonia. Mitochondrial dysfunction is linked to MDD, but the mechanisms are unclear. In this study, transcriptomic analysis of MDD patients’ peripheral blood found three key genes: TFAM, SURF1, and NDUFB9. Single-cell transcriptomic analysis of the prefrontal cortex (PFC) in MDD patients identified seven cell types.