--- title: AI-Driven, Advanced Image Analysis description: In this blog we will look at ai-driven image analysis for microscopy and how it contributes to advanced and accelerated scientific biology research. image: https://www.arivis.com/hubfs/ai-driven-1280.jpg --- arivis Scientific Image Analysis - [Contact](https://www.arivis.com/contact) Close - Products - ZEISS arivis Pro - [ZEISS arivis Pro](https://www.arivis.com/products/pro) - [ZEISS arivis Pro VR](https://www.arivis.com/products/pro/vr) - [ZEISS arivis Hub](https://www.arivis.com/products/hub) - [ZEISS arivis Cloud](https://www.arivis.com/products/cloud-ai) - Resources - [Publications](https://www.arivis.com/resources/publications) - [Case Studies](https://www.arivis.com/resources) - [Mitochondria Analysis with Deep Learning](https://www.arivis.com/case-study/deep-learning-segmentation-mitochondria) - [Compartmentalization of Chromatin](https://www.arivis.com/case-study/distribution-and-compartmentalization-chromatin-nucleus) - 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Products - ZEISS arivis Pro - [ZEISS arivis Pro](https://www.arivis.com/products/pro) - [ZEISS arivis Pro VR](https://www.arivis.com/products/pro/vr) - [ZEISS arivis Hub](https://www.arivis.com/products/hub) - [ZEISS arivis Cloud](https://www.arivis.com/products/cloud-ai) - Resources - [Publications](https://www.arivis.com/resources/publications) - [Case Studies](https://www.arivis.com/resources) - [Mitochondria Analysis with Deep Learning](https://www.arivis.com/case-study/deep-learning-segmentation-mitochondria) - [Compartmentalization of Chromatin](https://www.arivis.com/case-study/distribution-and-compartmentalization-chromatin-nucleus) - [Gastrulation & Migration Phenotypes](https://www.arivis.com/case-stydy/gastrulation-and-migration-phenotypes) - [Advanced 4D Tracking of Meiotic Spindle Dynamic](https://www.arivis.com/case-study/advanced-4d-tracking-of-meiotic-spindle-dynamic) - [Migration of Interneurons in Developing Mouse Brain](https://www.arivis.com/case-study/migration-of-interneurons-in-the-developing-mouse-brain) - [Exploring Whole Organisms at Single-cell Resolution](https://www.arivis.com/case-study/exploring-whole-organisms-at-single-cell-resolution) - [Image Analysis Workflow for EM images](https://www.arivis.com/use-case/image-analysis-workflow-for-mining-em-images) - [Webinars and Workshops](https://www.arivis.com/resources/webinars-workshops-trainings) - [Tutorials](https://www.arivis.com/tutorials-series) - [AI eBook](https://www.arivis.com/ai-ebook) - [AI Blog](https://www.arivis.com/blog) - How to's - [AI, ML and DL](https://www.arivis.com/applications/ai-machine-learning-deep-learning) - [Importing from Open Source](https://www.arivis.com/applications/exchange-objects-open-source-software) - [Region Growing](https://www.arivis.com/applications/region-growing) - [Membrane-based Segmentation](https://www.arivis.com/use-case/membrane-based-segmentation) - [Colocalization](https://www.arivis.com/use-case/colocalization) - [Customizable Magic Wand](https://www.arivis.com/use-case/customizable-magic-wand) - [Color Settings](https://www.arivis.com/use-case/use-case-color-settings) - [Tracking](https://www.arivis.com/applications/dynamics-and-tracking) - [Blob Finder](https://www.arivis.com/use-case/blob-finder) - [Visualization in Charts and 4D viewer](https://www.arivis.com/use-case/use-case-visualization-in-charts-and-4d-viewer) - Service & Support - [Knowledge Base](https://kb.arivis.com/) - [Software Newsletter](https://www.arivis.com/contact/newsletter) - [About](https://www.arivis.com/about-us) - [News](https://www.arivis.com/arivis-news) - [Career](https://www.arivis.com/career) - [Partners](https://www.arivis.com/technology-partner) - [Awards](https://www.arivis.com/awards) [![Contact](https://hubspot-no-cache-eu1-prod.s3.amazonaws.com/cta/default/9058989/f6b72482-6e31-424f-9f83-11d8125b109d.png)](https://hubspot-cta-redirect-eu1-prod.s3.amazonaws.com/cta/redirect/9058989/f6b72482-6e31-424f-9f83-11d8125b109d) [Ofra Kleinberger Riedrich](https://www.arivis.com/blog/author/ofra-kr) Oct 10, 2023, 3:26:30 PM 14 min read # AI-Driven, Advanced Image Analysis [Next Post](https://www.arivis.com/blog/apeer-evolves-into-arivis) ## AI-driven Image Analysis for Accelerated Scientific Research Reviewing advanced image analysis use cases for microscopy. Advanced #imageanalysis for #microscopy is accelerating research and development. Analysis of data and systematization are the key to higher efficiency in many fields, and scientific research methods are no exception. We are in the middle of the 4th industrial revolution, with #automation driving many advances, also in science. And science is everywhere. Advanced workflows for your image analysis will allow faster results from your large microscopy data sets without sacrificing quality. In this blog five examples of image analysis for biology research are shortly reviewed. You can get a good picture of how technology contributes to image analysis results and if you want to learn more about a specific example, just click to read a complete case study. ## AI-driven automation for 3D analysis of volume electron microscopy imaging ![ai-image-analysis-NPC-density](https://www.arivis.com/hs-fs/hubfs/ai-image-analysis-NPC-density.png?width=860&height=756&name=ai-image-analysis-NPC-density.png)The density distribution of nuclear pore complexes (NPCs) differs across the nuclear membrane The density distribution of nuclear pore complexes (NPCs) differs across the nuclear membrane Volume electron microscopy tends to generate images dense with information. To analyze all the cellular and sub-cellular structures in minute detail, automated image analysis powered by deep learning is called for. An AI model was trained using APEER by ZEISS and then imported into arivis for comprehensive 3D analysis. Sample provided by Anna Steyer and Yannick Schwab, EMBL, Heidelberg, Germany. [READ MORE](https://www.arivis.com/use-case/ai-volume-electron-microscopy) ## AI-powered image segmentation for observing organoid formation ![ai-image-analysis-organoid](https://www.arivis.com/hs-fs/hubfs/ai-image-analysis-organoid.png?width=867&height=825&name=ai-image-analysis-organoid.png) Cell layer nuclei and cell layer bodies in organoid cell layer To study the role of Wnt Signaling in organoid formation, researchers created an automated pipeline to segment images of organoids, differentiating not only between the lumen and the organoid’s outer layer but also between cell bodies in the organoid cell layer. Statistically relevant experiments can be conducted by scaling up this AI-powered image analysis strategy. [READ MORE](https://www.zeiss.com/microscopy/en/resources/insights-hub/life-sciences/organoid-analysis.html) ## Advanced image analysis facilitates flexible and fast stratification of nuclei ![ai-image-analysis-nuclei](https://www.arivis.com/hs-fs/hubfs/ai-image-analysis-nuclei.png?width=936&height=933&name=ai-image-analysis-nuclei.png) High-intensity foci and micronuclei on a single-cell level This case study demonstrates an automated image analysis workflow that classifies nuclei according to size, signal intensity and DNA damage foci. Advanced technology lies at the basis of the DNA damage analysis pipeline, which is easily scalable for high-content screening for genotoxicity. [READ MORE](https://www.zeiss.com/microscopy/en/resources/insights-hub/life-sciences/high-content-imaging-for-genotoxicity.html) ## Using advanced methods to generate a high-resolution longitudinal study of vesicle trafficking ![ai-image-analysis-single-track1](https://www.arivis.com/hs-fs/hubfs/ai-image-analysis-single-track1.png?width=784&height=753&name=ai-image-analysis-single-track1.png) Video sequence screen capture - Single vesicle tracks examined to ensure correct representation Vesicles in a cell model were tagged with two vesicular transport markers and observed over time. The images were acquired with the award-winning ZEISS Lattice Lightsheet 7 and analyzed using arivis software. The image analysis pipeline included 3 steps: denoising, Waterdshed-based segmentation and object tracking. [LEARN MORE](https://www.zeiss.com/microscopy/en/resources/insights-hub/life-sciences/vesicle-trafficking.html) ## Automated image analysis for high-content siRNA screening ![ai-image-analysis-cell-body-sizepng](https://www.arivis.com/hs-fs/hubfs/ai-image-analysis-cell-body-sizepng.png?width=795&height=787&name=ai-image-analysis-cell-body-sizepng.png) Cell body size variation as seen in example images from the data set Correlative data is required for meaningful measurement and screening for cytoskeleton regulation. An automated and scalable image analysis pipeline was set up to include a 3-step segmentation of nuclei, cell area and cell body to ensure correct cell identification. Sample from: Dr. Lorna Young of the Zech Lab in the Department of Molecular Physiology & Cell Signaling at the University of Liverpool [LEARN MORE](https://www.zeiss.com/microscopy/en/resources/insights-hub/life-sciences/high-content-sirna-screen-for-cytoskeleton-regulation.html) [LEARN MORE ABOUT ARIVIS CLOUD](https://www.arivis.com/products/cloud-ai) [GET YOUR ARIVIS PRO FREE TRIAL VERSION TODAY](https://register.arivis.com/) ### Abstract This blog post provides a peek at five (5) biology research case studies in which advanced image analysis solutions were used to enable complex experiments for  accelerated scientific results. [Contact us](https://www.arivis.com/contact/talk-with-an-expert) to learn more about image segmentation powered by AI models and how to automate your image analysis pipelines.   ### Short description of advanced ZEISS arivis software products #### ZEISS arivis Cloud An easy-to-use software solution from ZEISS for automated AI-driven image analysis in the cloud. The no-code interface allows any researcher to train and customize AI-based image segmentation models, for reproducible and reliable results. [https://www.arivis.com/products/cloud-ai](https://www.arivis.com/products/cloud-ai) #### ZEISS arivis Pro The multi-dimensional image analysis software from ZEISS. Its agile concept allows any researcher to put together push-button solutions for specific image analysis needs. You can then reuse your automation pipeline for repetable, reproduciable and reliable results. The immersive VR environment allows productive and collaborative workflows for research and education. [https://www.arivis.com/products/pro](https://www.arivis.com/products/pro) #### ZEISS arivis Hub Pipeline execution can be scaled up for high-throughput analysis using on-premises or cloud servers.  [https://www.arivis.com/products/hub](https://www.arivis.com/products/hub)   Ofra Kleinberger Riedrich ![Ofra Kleinberger Riedrich](https://www.arivis.com/hs-fs/hubfs/OKR-pic-grey.png?width=149&height=213&name=OKR-pic-grey.png) Ofra is a seasoned B2B content and marketing communication all-rounder with vast experience in the biology and technical industry fields. She has been helping international companies communicate with clear, concise, and informative messaging for over 18 years. She holds a master's degree in Business Administration (MBA) and currently serves as a Senior Product Marketing Manager for arivis at ZEISS. ## RELATED ARTICLES ## [Ofra Kleinberger Riedrich Mar 5, 2024, 3:23:52 PM 19 min read Beyond the Lens: AI for Microscopy Image Analysis Navigating the Future of Microscopy Image Analysis with AI A written panel\* with ZEISS technology experts In the dynamic ... Start Reading](https://www.arivis.com/blog/beyond-the-lens-ai-for-microscopy-image-analysis) **Related ZEISS Websites** [Research Microscopy](https://www.zeiss.com/microscopy/en/home.html) [ZEISS Group](https://www.zeiss.com/int) - [Privacy](https://www.zeiss.com/data-protection) - [Imprint](https://www.arivis.com/imprint) - [Contact](https://www.arivis.com/contact) Subscribe to our newsletter © Carl Zeiss Microscopy GmbH - All rights reserved - [Privacy Notice](https://zeiss.com/data-protection) - [Legal Notice](https://www.zeiss.com/microscopy/en/legal-information/legal-notice.html) - [Imprint](https://www.arivis.com/imprint) - [Contact](https://www.arivis.com/contact) - [Cookie Policy](https://www.zeiss.com/data-protection/int/cookie-policy.html)