Journal ArticleDOI
GPU accelerated stratified squamous epithelium biopsy image segmentation for OSCC detector and classifier
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TLDR
In this work, NVIDIA graphical processing unit (GPU) GeForce GTX 1050Ti is used to offload segmentation process and part of Laws texture feature calculations in stratified squamous epithelium biopsy image classifier (SSE-BIC) from CPU to accommodate parallel processing and results showed that parallel implementation is about 13.04X times faster than the serial CPU implementation.About:
This article is published in Biomedical Signal Processing and Control.The article was published on 2021-02-01. It has received 3 citations till now. The article focuses on the topics: Image segmentation.read more
Citations
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Journal ArticleDOI
AI-based Carcinoma Detection and Classification Using Histopathological Images: A Systematic Review
TL;DR: A comprehensive review of state-of-the-art approaches reported in carcinoma diagnosis using histopathological images is presented in this paper , which highlights the need for a generalized AI-based carcinoma diagnostic system.
Proceedings ArticleDOI
Particle swarm optimizer based epithelial layer segmentation in CIElab color space
TL;DR: In this article , the authors used particle swarm optimization (PSO) and k-means clustering (KM) methods in CIElab color space for oral epithelial layer segmentation and also used different color spaces and its component for comparative study.
Proceedings ArticleDOI
Particle swarm optimizer based epithelial layer segmentation in CIElab color space
TL;DR: In this paper , the authors used particle swarm optimization (PSO) and k-means clustering (KM) methods in CIElab color space for oral epithelial layer segmentation and also used different color spaces and its component for comparative study.
References
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Proceedings ArticleDOI
k-means++: the advantages of careful seeding
TL;DR: By augmenting k-means with a very simple, randomized seeding technique, this work obtains an algorithm that is Θ(logk)-competitive with the optimal clustering.
Journal ArticleDOI
Digital Image Processing Third Edition
TL;DR: The Scientist & Engineer's Guide to Digital Signal (PDF) Digital Image Processing, 3rd Edition,Instructor's Digital Signal Processing Using MATLAB how to improve campaign quality in a digital-first
Proceedings ArticleDOI
Rapid Texture Identification
TL;DR: In this article, the texture energy approach requires only a few convolutions with small (typically 5x5) integer coefficient masks, followed by a moving-window absolute average operation.
Journal ArticleDOI
A Survey of CPU-GPU Heterogeneous Computing Techniques
Sparsh Mittal,Jeffrey S. Vetter +1 more
TL;DR: This article surveys Heterogeneous Computing Techniques (HCTs) such as workload partitioning that enable utilizing both CPUs and GPUs to improve performance and/or energy efficiency and reviews both discrete and fused CPU-GPU systems.
Posted Content
DCAN: Deep Contour-Aware Networks for Accurate Gland Segmentation
TL;DR: An efficient deep contour-aware network (DCAN) to solve this challenging problem under a unified multi-task learning framework and can be efficient when applied to large-scale histopathological data without resorting to additional steps to generate contours based on low-level cues for post-separating.
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