Hyperspectral imaging for early diagnosis of diseases: A review

A unified uncertainty network for tumor segmentation using uncertainty cross entropy loss and prototype similarity

(2022) Zhaoshuo Diao et al.   KNOWLEDGE-BASED SYSTEMS

Tumor cell identification and classification in esophageal adenocarcinoma specimens by hyperspectral imaging

(2022) Marianne Maktabi et al.   Scientific Reports

Hyperspectral Image Classification: Potentials, Challenges, and Future Directions

(2022) Debaleena Datta et al.   Computational Intelligence and Neuroscience

Hyperspectral Imaging for Tissue Classification after Advanced Stage Ovarian Cancer Surgery—A Pilot Study

(2022) Sharline M. van Vliet-Pérez et al.   Cancers

Border Line Definition Using Hyperspectral Imaging in Colorectal Resections

(2022) Boris Jansen-Winkeln et al.   Cancers

Uncertainty-guided man–machine integrated patient-specific quality assurance

(2022) Xiaoyu Yang et al.   RADIOTHERAPY AND ONCOLOGY

The need for quantification of uncertainty in artificial intelligence for clinical data analysis: increasing the level of trust in the decision-making process

(2022) Moloud Abdar et al.   IEEE Systems Man and Cybernetics Magazine

Automatic optical biopsy for colorectal cancer using hyperspectral imaging and artificial neural networks

(2022) Toby Collins et al.   SURGICAL ENDOSCOPY AND OTHER INTERVENTIONAL TECHNIQUES

Intelligent Identification of Early Esophageal Cancer by Band-Selective Hyperspectral Imaging

(2022) Tsung-Jung Tsai et al.   Cancers

Hercules: Deep Hierarchical Attentive Multilevel Fusion Model With Uncertainty Quantification for Medical Image Classification

(2022) Moloud Abdar et al.   IEEE Transactions on Industrial Informatics

Delineation of the Arm Blood Vessels Utilizing Hyperspectral Imaging to Assist with Phlebotomy for Exploiting the Cutaneous Tissue Oxygen Concentration

(2021) Mohamed Hisham Fouad Aref et al.   Photodiagnosis and Photodynamic Therapy

High Precision Monitoring of Radiofrequency Ablation for Liver Using Hyperspectral Imaging

(2021) Ramy Abdlaty et al.   ANNALS OF BIOMEDICAL ENGINEERING

Automatic detection of basal cell carcinoma by hyperspectral imaging

(2021) Mihaela Antonina Calin et al.   Journal of Biophotonics

Explainable liver tumor delineation in surgicalspecimens using hyperspectral imaging anddeep learning

(2021) Yating Zhang et al.   Biomedical Optics Express

Hyperspectral imaging and artificial intelligence to detect oral malignancy – part 1 - automated tissue classification of oral muscle, fat and mucosa using a light-weight 6-layer deep neural network

(2021) Daniel G. E. Thiem et al.   Head & Face Medicine

Critical insights into modern hyperspectral image applications through deep learning

(2021) Garima Jaiswal et al.   Wiley Interdisciplinary Reviews-Data Mining and Knowledge Discovery

Hyperspectral Imaging Combined with Artificial Intelligence in the Early Detection of Esophageal Cancer

(2021) Cho-Lun Tsai et al.   Cancers

Automatic Liver Viability Scoring with Deep Learning and Hyperspectral Imaging

(2021) Eric Felli et al.   Diagnostics

A review of uncertainty quantification in deep learning: Techniques, applications and challenges

(2021) Moloud Abdar et al.   Information Fusion

BARF: A new direct and cross-based binary residual feature fusion with uncertainty-aware module for medical image classification

(2021) Moloud Abdar et al.   INFORMATION SCIENCES

Automatic Recognition of Colon and Esophagogastric Cancer with Machine Learning and Hyperspectral Imaging

(2021) Toby Collins et al.   Diagnostics

Tumor detection of the thyroid and salivary glands using hyperspectral imaging and deep learning

(2020) Martin Halicek et al.   Biomedical Optics Express

Applications of hyperspectral imaging in the detection and diagnosis of solid tumors

(2020) Yating Zhang et al.   Translational Cancer Research

Classification of hyperspectral endocrine tissue images using support vector machines

(2020) Marianne Maktabi et al.   International Journal of Medical Robotics and Computer Assisted Surgery

Non-Invasive Skin Cancer Diagnosis Using Hyperspectral Imaging for In-Situ Clinical Support

(2020) Raquel Leon et al.   Journal of Clinical Medicine

Gastric cancer diagnosis using hyperspectral imaging with principal component analysis and spectral angle mapper

(2020) Ningliang Liu et al.   JOURNAL OF BIOMEDICAL OPTICS

Real‐time skin chromophore estimation from hyperspectral images using a neural network

(2020) Lou Gevaux et al.   SKIN RESEARCH AND TECHNOLOGY

Tissue characterization utilizing hyperspectral imaging for liver thermal ablation

(2020) Mohamed Hisham Aref et al.   Photodiagnosis and Photodynamic Therapy

Parallel Classification Pipelines for Skin Cancer Detection Exploiting Hyperspectral Imaging on Hybrid Systems

(2020) Emanuele Torti et al.   Electronics

Identification of Melanoma From Hyperspectral Pathology Image Using 3D Convolutional Networks

(2020) Qian Wang et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING

Distinction of surgically resected gastrointestinal stromal tumor by near-infrared hyperspectral imaging

(2020) Daiki Sato et al.   Scientific Reports

A review of the medical hyperspectral imaging systems and unmixing algorithms’ in biological tissues

(2020) Aziz ul Rehman et al.   Photodiagnosis and Photodynamic Therapy

Tongue Tumor Detection in Hyperspectral Images Using Deep Learning Semantic Segmentation

(2020) Stojan Trajanovski et al.   IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING

Computer-assisted medical image classification for early diagnosis of oral cancer employing deep learning algorithm

(2019) Pandia Rajan Jeyaraj et al.   JOURNAL OF CANCER RESEARCH AND CLINICAL ONCOLOGY

Deep Learning-Based Framework for In Vivo Identification of Glioblastoma Tumor using Hyperspectral Images of Human Brain

(2019) Himar Fabelo et al.   SENSORS

Hyperspectral imaging for tissue classification, a way toward smart laparoscopic colorectal surgery

(2019) Elisabeth J. M. Baltussen et al.   JOURNAL OF BIOMEDICAL OPTICS

In-Vivo and Ex-Vivo Tissue Analysis through Hyperspectral Imaging Techniques: Revealing the Invisible Features of Cancer

(2019) Martin Halicek et al.   Cancers

Hyperspectral Imaging of Head and Neck Squamous Cell Carcinoma for Cancer Margin Detection in Surgical Specimens from 102 Patients Using Deep Learning

(2019) Martin Halicek et al.   Cancers

Tumor tissue classification based on micro-hyperspectral technology and deep learning

(2019) Bingliang Hu et al.   Biomedical Optics Express

Deep learning classifiers for hyperspectral imaging: A review

(2019) M.E. Paoletti et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Most Relevant Spectral Bands Identification for Brain Cancer Detection Using Hyperspectral Imaging

(2019) Beatriz Martinez et al.   SENSORS

Spatio-spectral classification of hyperspectral images for brain cancer detection during surgical operations

(2018) Himar Fabelo et al.   PLoS One

Accelerating the K-Nearest Neighbors Filtering Algorithm to Optimize the Real-Time Classification of Human Brain Tumor in Hyperspectral Images

(2018) Giordana Florimbi et al.   SENSORS

Detecting brain tumor in pathological slides using hyperspectral imaging

(2018) Samuel Ortega et al.   Biomedical Optics Express

Quantitative analysis of liver tumors at different stages using microscopic hyperspectral imaging technology

(2018) Jiansheng Wang et al.   JOURNAL OF BIOMEDICAL OPTICS

Diagnosis of Early Gastric Cancer Based on Fluorescence Hyperspectral Imaging Technology Combined with PLS-DA and SVM

(2018) Yuanpeng Li et al.   Journal of Biophotonics

Parallel K-Means Clustering for Brain Cancer Detection Using Hyperspectral Images

(2018) Emanuele Torti et al.   Electronics

Manifold Embedding and Semantic Segmentation for Intraoperative Guidance With Hyperspectral Brain Imaging

(2017) Daniele Ravi et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING

Deep convolutional neural networks for classifying head and neck cancer using hyperspectral imaging

(2017) Martin Halicek et al.   JOURNAL OF BIOMEDICAL OPTICS

Label-free reflectance hyperspectral imaging for tumor margin assessment: a pilot study on surgical specimens of cancer patients

(2017) Baowei Fei et al.   JOURNAL OF BIOMEDICAL OPTICS

Monitoring wound healing in a 3D wound model by hyperspectral imaging and efficient clustering

(2017) Mirwaes Wahabzada et al.   PLoS One

A Minimum Spanning Forest-Based Method for Noninvasive Cancer Detection With Hyperspectral Imaging

(2016) Robert Pike et al.   IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING

Can spectral–spatial image segmentation be used to discriminate experimental burn wounds?

(2016) Lukasz A. Paluchowski et al.   JOURNAL OF BIOMEDICAL OPTICS

In vivouse of hyperspectral imaging to develop a noncontact endoscopic diagnosis support system for malignant colorectal tumors

(2016) Zhimin Han et al.   JOURNAL OF BIOMEDICAL OPTICS

Hyperspectral Imaging Using Flexible Endoscopy for Laryngeal Cancer Detection

(2016) Bianca Regeling et al.   SENSORS

Characterization of burns using hyperspectral imaging technique – A preliminary study

(2015) Mihaela Antonina Calin et al.   BURNS

Framework for hyperspectral image processing and quantification for cancer detection during animal tumor surgery

(2015) Guolan Lu et al.   JOURNAL OF BIOMEDICAL OPTICS

Spectral-spatial classification for noninvasive cancer detection using hyperspectral imaging

(2014) Guolan Lu et al.   JOURNAL OF BIOMEDICAL OPTICS

Hyperspectral Imaging in the Medical Field: Present and Future

(2013) Mihaela Antonina Calin et al.   APPLIED SPECTROSCOPY REVIEWS

Hyperspectral imaging based method for fast characterization of kidney stone types

(2012) Francisco Blanco et al.   JOURNAL OF BIOMEDICAL OPTICS

Hyperspectral imaging and quantitative analysis for prostate cancer detection

(2012) Hamed Akbari et al.   JOURNAL OF BIOMEDICAL OPTICS

Tongue Tumor Detection in Medical Hyperspectral Images

(2011) Zhi Liu et al.   SENSORS