The growing adoption of electronic health record (EHR) systems has provided unprecedented opportunities for predictive modeling to guide clinical decision making. Structured EHRs contain longitudinal observations of patients across hospital visits, w... read more
Recent progress in learning-based image compression has demonstrated that end-to-end optimization can substantially outperform traditional codecs by jointly learning compact latent representations and probabilistic entropy models. However, many exist... read more
While Diffusion Models excel in text-to-image synthesis, they often suffer from concept omission when synthesizing complex multi-instance scenes. Existing training-free methods attempt to resolve this by rescaling attention maps, which merely exacerb... read more
Cardiac magnetic resonance (CMR) imaging is widely used to visualise cardiac motion and diagnose heart disease. However, standard CMR imaging requires patients to lie still in a confined space inside a loud machine for 40-60 min, which increases pati... read more
Segmenting oil spills from Synthetic Aperture Radar (SAR) imagery remains challenging due to severe appearance variability, scale heterogeneity, and the absence of temporal continuity in real world monitoring scenarios. While foundation models such a... read more
PURPOSE: Standard supervised learning assumes deterministic labels (e.g., positive or negative, present or absent), neglecting the diagnostic uncertainty inherent in clinical practice. We propose latent supervision, a novel algorithm which applies la... read more
Machine learning and deep learning tools have been proposed to improve survival prediction in acute myeloid leukemia (AML), but comparative benchmarks remain unclear. PRISMA (Preferred Reporting Items for Systematic Reviews and Meta-Analyses) 2020 se... read more
Food research international (Ottawa, Ont.)
Mar 10, 2026
The presence of undesirable beany odors in soymilk products is a long-lasting issue for the soymilk manufacturers as it largely affects the consumers acceptance. Promising soybean varieties that generate satisfactory soymilk odors (SV-SSO) may offer ... read more
Food research international (Ottawa, Ont.)
Mar 10, 2026
Fraud involving falsely labeled origins remains a significant risk in the trade of plant foods like green coffee beans, due to a lack of precise and high-throughput origin discrimination tools. Here, we for the first time employ a high-performance fe... read more
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