Results 171 to 180 of about 11,517,403 (217)

HSI-CNN: A Novel Convolution Neural Network for Hyperspectral Image [PDF]

open access: yesCoRR, 2018
With the development of deep learning, the performance of hyperspectral image (HSI) classification has been greatly improved in recent years. The shortage of training samples has become a bottleneck for further improvement of performance. In this paper, we propose a novel convolutional neural network framework for the characteristics of hyperspectral ...
Gang Bai
exaly   +4 more sources

Hyperspectral Imaging (HSI) of Human Kidney Allografts

Annals of Surgery, 2020
Objective: Aim of our study was to test a noninvasive HSI technique as an intraoperative real time assessment tool for deceased donor kidney quality and function in human kidney allotransplantation. Summary of Background Data: HSI is capable to deliver quantitative diagnostic ...
Robert, Sucher   +12 more
openaire   +2 more sources

HSI-DeNet: Hyperspectral Image Restoration via Convolutional Neural Network

IEEE Transactions on Geoscience and Remote Sensing, 2019
The spectral and the spatial information in hyperspectral images (HSIs) are the two sides of the same coin. How to jointly model them is the key issue for HSIs’ noise removal, including random noise, structural stripe noise, and dead pixels/lines. In this paper, we introduce the deep convolutional neural network (CNN) to achieve this goal.
Yi Chang, Luxin Yan, Houzhang Fang
exaly   +2 more sources

Clustering for HSI hyperspectral image with weighted PCA and ICA

Journal of Intelligent & Fuzzy Systems: Applications in Engineering and Technology, 2017
Feature extraction from hyperspectral remote sensing data is an effective method for object classification, and how to classify the object information from hyperspectral remote sensing image has become one of the core technologies of the remote sensing application.
Cheng-Fan Li   +5 more
openaire   +2 more sources

The use of hyperspectral imaging (HSI) in wound healing

SPIE Proceedings, 2014
A hyperspectral imaging system (HsI), described previously, was utilized to evaluate and monitor wounds and their healing surgery and post-operatively. Briefly, the system consists of a DLP® based spectral light modulator providing active spectral illumination that is synchronized with a digital focal plan array for collecting spectroscopic images ...
Javier La Fontaine   +2 more
openaire   +1 more source

HSI-MFormer: Integrating Mamba and Transformer Experts for Hyperspectral Image Classification

IEEE Transactions on Geoscience and Remote Sensing
Bing Tu, Bo Liu, Antonio Plaza
exaly   +2 more sources

Evaluation of Food Quality and Safety with Hyperspectral Imaging (HSI)

Food Engineering Reviews, 2015
The current lifestyle and a greater awareness of the benefits of proper nutrition demand requirements for products offered in the market, being very important the safety, sensory attributes and composition of these respect to the benefits from their constituents, which in most of cases can only be assessed using techniques that require high investment ...
Raúl Siche   +5 more
openaire   +1 more source

Determination of the transection margin during colorectal resection with hyperspectral imaging (HSI)

International Journal of Colorectal Disease, 2019
This study evaluated the use of hyperspectral imaging for the determination of the resection margin during colorectal resections instead of clinical macroscopic assessment.The used hyperspectral camera is able to record light spectra from 500 to 1000 nm and provides information about physiologic parameters of the recorded tissue area intraoperatively ...
Boris Jansen-Winkeln   +10 more
openaire   +2 more sources

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