Results 191 to 200 of about 49,483 (287)

CViT Weakly Supervised Network Fusing Dual-Branch Local-Global Features for Hyperspectral Image Classification. [PDF]

Entropy (Basel)
Fu W, Sun X, Zhang X, Ji Y, Zhang J.
europepmc   +1 more source

Harnessing deep learning to quantify microstructural complexity in confocal images of plant protein gels

Food Biomacromolecules, Volume 3, Issue 1, Page 113-128, March 2026.
Abstract Understanding plant protein gel microstructure is key to designing functional food systems. This study introduces a deep learning framework using a U‐Net model with a ResNet34 encoder to segment and quantify confocal laser scanning microscopy (CLSM) images of plant protein gels.
Zhi Yang
wiley   +1 more source

A Dense Pyramidal Residual Network with a Tandem Spectral-Spatial Attention Mechanism for Hyperspectral Image Classification. [PDF]

Sensors (Basel)
Guan Y, Li Z, Wang N.
europepmc   +1 more source

Advanced Spectroscopic, Imaging, and Nanotechnology Tools for Diagnosing Fungal Diseases in Fruits

Food Science &Nutrition, Volume 14, Issue 3, March 2026.
Schematic presentation shows various techniques applied for the detection of fungal diseases in fruits. ABSTRACT Fruits are a critical component of the human diet, as they provide essential dietary nutrients that play an important role in the functioning of the human body and maintaining health.
Vanshika Adiani, Archana Mishra
wiley   +1 more source

Segmentation-based deep 2D-3D multibranch learning approach for effective hyperspectral image classification. [PDF]

PLoS One
Ahmed T, Mahjabin Nitu A, Ibn Afjal M, Abdulla Al Mamun M, Uddin MP.   +4 more
europepmc   +1 more source

Hyperspectral Image Classification Using CNN12

Bioscience Biotechnology Research Communications, 2020
openaire   +1 more source

A CNN‐Based Deep Learning Architecture for Discriminating Botanical Adulteration and Complexities Among Commercial Apiaceae Medicinal Species

Food Science &Nutrition, Volume 14, Issue 3, March 2026.
This study presents a deep learning framework for the automated authentication of 15 medicinal Apiaceae species using digital images of their mericarps. The pipeline integrates an augmentation module—incorporating rescaling, rotation, and flipping—to improve model generalization, followed by feature extraction using pre‐trained DenseNet121 as the core ...
Elyas Aryakia, Ersam Aryakia
wiley   +1 more source

Adaptive pixel attention network for hyperspectral image classification. [PDF]

Sci Rep
Zhao Y, Zai C, Hu N, Shi L, Zhou X, Sun J.   +5 more
europepmc   +1 more source

A Label‐Free Hyperspectral Imaging Device for Ex Vivo Characterization and Grading of Meningioma Tissues

Journal of Biophotonics, Volume 19, Issue 3, March 2026.
HyperProbe1.1 enables rapid, label‐free biochemical mapping of freshly resected meningiomas. By quantifying endogenous biomarkers such as cytochrome c oxidase, hemoglobin derivatives, and lipids, the system reveals molecular signatures consistent with tumor grading and generates spatial maps that visualize metabolic and vascular heterogeneity across ...
Pietro Ricci, Camilla Bonaudo, Ivan Ezhov, Anam Toaha, Dorotea Nardini, Manuel Camelia, Federica Lucidi, Filippo Nozzoli, Tim Mach, Ilias Tachtsidis, Daniel Rueckert, Alessandro Della Puppa, Luca Giannoni, Francesco S. Pavone   +13 more
wiley   +1 more source

GroupFormer for hyperspectral image classification through group attention. [PDF]

Sci Rep
Khan R, Arshad T, Ma X, Zhu H, Wang C, Khan J, Khan ZU, Khan SU.   +7 more
europepmc   +1 more source