DINAVID: A Distributed and Networked Image Analysis System for Volumetric Image Data
biorxiv(2022)
摘要
Background The advancement of high content optical microscopy has enabled the acquisition of very large 3D image datasets. Image analysis tools and three dimensional visualization are critical for analyzing and interpreting 3D image volumes. The analysis of these volumes require more computational resources than a biologist may have access to in typical desktop or laptop computers. This is especially true if machine learning tools are being used for image analysis. With the increased amount of data analysis and computational complexity, there is a need for a more accessible, easy-to-use, and efficient network-based/cloud-based 3D image processing system.
Results The Distributed and Networked Analysis of Volumetric Image Data (DINAVID) system was developed to enable remote analysis of 3D microscopy images for biologists. DINAVID is a server/cloud-based system with a simple web interface that allows biologists to upload 3D volumes for analysis and visualization. DINAVID is designed using open source tools and has two main sub-systems, a computational system for 3D microscopy image processing and analysis as well as a 3D visualization system.
Conclusions In this paper, we will present an overview of the DINAVID system and compare it to other tools currently available for microscopy image analysis.
### Competing Interest Statement
The authors have declared no competing interest.
* DINAVID
: Distributed and Networked Analysis of Volumetric Image Data
3D
: Three Dimensional
2D
: Two Dimensional
MB
: Megabyte
GB
: Gigabyte
TB
: Terabyte
GPU
: Graphics Processing Unit
WIPP
: Web Image Processing Pipeline
NIST
: National Institute of Standards and Technology
CNN
: Convolutional Neural Network
WebGL
: Web Graphics Library
Mb/s
: Megabit per Second
HTML
: Hypertext Markup Language
CSS
: Cascading Style Sheets
AJAX
: Asynchronous JavaScript and XML
ROI
: Region of Interest
GUI
: Graphical User Interface;
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关键词
volumetric image data,networked image analysis system
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