Endoscopic Image Classification and Retrieval using Clustered Convolutional Features
Sign Up to like & getrecommendations! Published in 2017 at "Journal of Medical Systems"
DOI: 10.1007/s10916-017-0836-y
Abstract: With the growing use of minimally invasive surgical procedures, endoscopic video archives are growing at a rapid pace. Efficient access to relevant content in such huge multimedia archives require compact and discriminative visual features for… read more here.
Keywords: feature; classification retrieval; convolutional features; image classification ... See more keywords
Near-Infrared Fluorescent Endoscopic Image-Guided Photothermal Ablation Therapy of Colorectal Cancer Using Dual-Modal Gold Nanorods Targeting Tumor-Infiltrating Innate Immune Cells in a Transgenic TS4 CRE/APC loxΔ468 Mouse Model.
Sign Up to like & getrecommendations! Published in 2019 at "ACS applied materials & interfaces"
DOI: 10.1021/acsami.9b04186
Abstract: Colorectal cancer (CRC) is diagnosed with colonoscopy and treated with focal therapies. CRC is a good candidate for nanoparticle-mediated photothermal ablation (PTA) therapy. Herein, we developed a near-infrared fluorescent (NIRF) endoscopic image-guided PTA approach using a… read more here.
Keywords: gnrs; dual modal; endoscopic image; image guided ... See more keywords
Automated Endoscopic Image Classification via Deep Neural Network With Class Imbalance Loss
Sign Up to like & getrecommendations! Published in 2023 at "IEEE Transactions on Instrumentation and Measurement"
DOI: 10.1109/tim.2023.3264047
Abstract: Recently, many computer-aided diagnosis (CAD) methods have been proposed to help physicians automatically classify endoscopic images. However, most existing methods often result in poor performance, especially for the minority classes, when the dataset is imbalanced.… read more here.
Keywords: endoscopic image; network; classification; class ... See more keywords
Fisher encoding of convolutional neural network features for endoscopic image classification
Sign Up to like & getrecommendations! Published in 2018 at "Journal of Medical Imaging"
DOI: 10.1117/1.jmi.5.3.034504
Abstract: Abstract. We propose an approach for the automated diagnosis of celiac disease (CD) and colonic polyps (CP) based on applying Fisher encoding to the activations of convolutional layers. In our experiments, three different convolutional neural… read more here.
Keywords: neural network; network; convolutional neural; fisher encoding ... See more keywords