--- title: ZEISS arivis Blog | Sreenivas Bhattiprolu description: The arivis Scientific Image Analysis Platform scales, parallelizes, integrates and connects all microscopy workflows regardless of image source or format. --- 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) - [Gastrulation & Migration Phenotypes](https://www.arivis.com/case-stydy/gastrulation-and-migration-phenotypes) - 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[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) # Sreenivas Bhattiprolu ![avatar](https://www.arivis.com/hs-fs/hubfs/sreeni-removebg-preview.png?width=290&name=sreeni-removebg-preview.png) ## Blog Post by Sreenivas Bhattiprolu ### [![](https://www.arivis.com/hs-fs/hubfs/arivis_Hub_visualization.jpg?width=600&name=arivis_Hub_visualization.jpg) **Sreenivas Bhattiprolu** Dec 20, 2023 10:55:50 AM Scalable Image Analysis for Biotech and Pharma How ZEISS arivis Hub Can Help Transform Biotech & Pharma Research. In the realm of ... Sreenivas Bhattiprolu 20 min read](https://www.arivis.com/blog/scalable-image-analysis-for-biotech-and-pharma) ### [![](https://www.arivis.com/hs-fs/hubfs/5fa190418c897676b1bcda54_large_2545px.jpg?width=600&name=5fa190418c897676b1bcda54_large_2545px.jpg) **Sreenivas Bhattiprolu** Oct 13, 2023 12:56:40 PM What is semantic and instance segmentation? Segmentation is an image processing technique that provides information about various ... Sreenivas Bhattiprolu 3 min read](https://www.arivis.com/blog/what-is-semantic-and-instance-segmentation) ### [![](https://www.arivis.com/hs-fs/hubfs/60657975c942831d83f2767d_background2.jpg?width=600&name=60657975c942831d83f2767d_background2.jpg) **Sreenivas Bhattiprolu** Oct 12, 2023 2:00:43 PM What to expect with small training datasets for instance segmentation? Deep neural networks require large amounts of training data to tune millions of ... Sreenivas Bhattiprolu 14 min read](https://www.arivis.com/blog/what-to-expect-with-small-training-datasets-for-instance-segmentation) ### [![](https://www.arivis.com/hs-fs/hubfs/6331991ec140053063db878a_large-image-analysis-frustration.png?width=600&name=6331991ec140053063db878a_large-image-analysis-frustration.png) **Sreenivas Bhattiprolu** Oct 12, 2023 1:40:57 PM Large Image Analysis Strategies Analyzing large images? Here are a few image analysis strategies to get the work done. ... Sreenivas Bhattiprolu 6 min read](https://www.arivis.com/blog/large-image-analysis-strategies) ### [![](https://www.arivis.com/hs-fs/hubfs/63e64800f2630e4d4771dd74_hero-image.jpg?width=600&name=63e64800f2630e4d4771dd74_hero-image.jpg) **Sreenivas Bhattiprolu** Oct 12, 2023 11:30:17 AM Feature learning vs.feature engineering Image Analysis Gets a Deep Learning Upgrade Feature learning vs. feature engineering Have ... Sreenivas Bhattiprolu 8 min read](https://www.arivis.com/blog/feature-learning-vs-feature-engineering) ### [![](https://www.arivis.com/hs-fs/hubfs/6410acd618b4c35530cc961d_2545-apeer-to-zeiss.png?width=600&name=6410acd618b4c35530cc961d_2545-apeer-to-zeiss.png) **Sreenivas Bhattiprolu** Oct 11, 2023 1:20:46 PM ZEISS is excited to announce the evolution of APEER into arivis ZEISS is excited to announce the evolution of APEER into arivis APEER by ZEISS is now ... Sreenivas Bhattiprolu 3 min read](https://www.arivis.com/blog/apeer-evolves-into-arivis) **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)