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HARVEST: A Locality‐Enhanced Vision Transformer for Efficient Multi‐Level Grocery Classification

open access: yesEngineering Reports, Volume 8, Issue 1, January 2026.
A HARVEST (Hierarchical Attention‐based Retail Vision Efficient Scalable Transformer), is proposed which is a novel lightweight transformer architecture for hierarchical grocery classification ABSTRACT Grocery product recognition faces unique challenges in distinguishing visually similar items across hierarchical categories while maintaining ...
Anuruddha Paul   +4 more
wiley   +1 more source

Sophisticated Audio Source Separation: A Statistical Exploration of Clarity and Precision With FastICA

open access: yesEngineering Reports, Volume 8, Issue 1, January 2026.
This workflow presents a complete pipeline for audio data processing, beginning with format conversion, channel adjustments, and cleaning, followed by enhancement and visualization techniques. It further applies signal separation using FastICA, postprocessing, and evaluation metrics (SDR, SIR, SAR) to improve audio analysis and support future research ...
Md. Razu Ahmed   +3 more
wiley   +1 more source

Exploiting Lactic Acid Bacteria for Regulating Autophagy to Improve Health in Foods and Supplements: A Recent Update

open access: yesFood Frontiers, Volume 7, Issue 1, January 2026.
ABSTRACT Lactic acid bacteria (LAB) are frequently used as health supplements. They enhance digestion, regulate immunity, improve gut microbiota, and prevent and manage diseases. Autophagy has a crucial role in the prevention and treatment of tumors, cardiovascular diseases, and pathogenic infections.
Yang Chen   +8 more
wiley   +1 more source

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