Spectral-spatial wave and frequency interactive transformer for hyperspectral image classification. [PDF]
Sci RepArshad T +6 more
europepmc +1 more source
Deep Learning‐Assisted Coherent Raman Scattering Microscopy
Advanced Intelligent Discovery, Volume 2, Issue 4, August 2026.The analytical capabilities of coherent Raman scattering microscopy are augmented through deep learning integration. This synergistic paradigm improves fundamental performance via denoising, deconvolution, and hyperspectral unmixing. Concurrently, it enhances downstream image analysis including subcellular localization, virtual staining, and clinical ...
Jianlin Liu +4 more
wiley +1 more source
Leveraging potential of limpid attention transformer with dynamic tokenization for hyperspectral image classification. [PDF]
PLoS OneYadav DP +4 more
europepmc +1 more source
Toward Intelligent Multimodal Holography for Real‐Time Chemical Imaging of Dynamic Ion Separation
Advanced Intelligent Discovery, Volume 2, Issue 4, August 2026.Intelligent multimodal holography integrates digital off‐axis holography, spectroscopic imaging, and AI‐driven reconstruction to visualize ion transport and chemical dynamics in real time. In this perspective paper, we outline how this approach enables label‐free, chemically specific monitoring of complex environments and discuss its potential to ...
Giovanna Ricchiuti +3 more
wiley +1 more source
Multiscale superpixel depth feature extraction for hyperspectral image classification. [PDF]
Sci RepYan Q, Zhang S, Chen X, Zheng Z.
europepmc +1 more source
Journal of Chemometrics, Volume 40, Issue 8, August 2026.ABSTRACT Raman hyperspectral imaging is an indispensable analytical technique that can provide simultaneous chemical and spatial information of a sample, enabling a higher comprehension and sampling of the analyzed material. However, a known challenge in processing large hyperspectral Raman datasets is the effective removal of spurious, high‐intensity ...
Leonardo Francisco Rafael Lemes +2 more
wiley +1 more source
Macromolecular Materials and Engineering, Volume 311, Issue 8, August 2026.This review highlights the utilisation of textile waste in fibre‐reinforced polymer composites to reduce environmental impacts of pre‐ and post‐consumer textile waste. It critically examines waste composites’ manufacturing processes, their structural details, mechanical, thermal, physical properties, while discussing chemical treatments, hybridization ...
Md Ikramul Islam +4 more
wiley +1 more source
A new band selection approach integrated with physical reflectance autoencoders and albedo recovery for hyperspectral image classification. [PDF]
Sci RepSangeetha V, Agilandeeswari L.
europepmc +1 more source
Control System for the Navigation of the Agricultural Robots: A Review
Journal of Field Robotics, Volume 43, Issue 5, Page 3474-3505, August 2026.ABSTRACT Control systems for the navigation of autonomous agricultural robots—particularly those operating in uneven terrain and in the presence of static or dynamic obstacles—have advanced considerably in recent years. As conventional machinery evolves toward increasingly automated systems, the design of reliable navigation controllers has become ...
Edna Carolina Moriones Polanía +3 more
wiley +1 more source
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