An easy-to-use platform is a gateway to AI in microscopy

Source Node: 827285

Home > Press > An easy-to-use platform is a gateway to AI in microscopy

Example illustrating how AI via ZeroCostDL4Mic can be used to detect the nucleus of cancer cells from microscopy images. Upper picture: Original microscopy image. Lower picture: Image where each detected cancer cell has a different colour. Pictures: Guillaume Jacquemet.
Example illustrating how AI via ZeroCostDL4Mic can be used to detect the nucleus of cancer cells from microscopy images. Upper picture: Original microscopy image. Lower picture: Image where each detected cancer cell has a different colour. Pictures: Guillaume Jacquemet.

Abstract:
Software using artificial intelligence, AI, is revolutionizing how microscopy images are analysed. For instance, AI can be used to detect features in images (i.e., tumours in biopsy samples) or improve the quality of images by removing unwanted noise. However, non-experts continue to find AI technologies difficult to use.

An easy-to-use platform is a gateway to AI in microscopy


Turku, Finland | Posted on April 23rd, 2021

In the article “Democratising deep learning for microscopy with ZeroCostDL4Mic”, published in Nature Communications on 15 April 2021, researchers describe a platform called ZeroCostDL4Mic, which makes these AI technologies accessible to everyone.

“The key novelty is that ZeroCostDL4Mic runs in the cloud for free and does not require users to have any coding experience or advanced computational skills. Effectively, it runs on any computer that has a web browser,” says Guillaume Jacquemet, Senior Researcher in Cell Biology at Ã…bo Akademi University.

Over the last 400 years, microscopes have allowed mankind to observe objects that are otherwise too small to be seen with the naked eye. Today, microscopy is a leading technology used worldwide to perform not only research but also diagnostics.

Modern microscopes are directly connected to digital cameras, leading to the acquisition of hundreds to thousands of images per sample. These images need to be processed on a computer to gain meaningful data, which is a huge undertaking.

To help with the number of images, Jacquemet and his colleagues have used AI to train a machine to do the work. In practice, ZeroCostDL4Mic is a collection of self-explanatory notebooks for Google Colab, featuring an easy-to-use graphical user interface.

“We believe that ZeroCostDL4Mic will acts as ‘a gateway drug’ for AI, luring users to explore these new technologies that will transform biomedical research and diagnostics in the decades to come,” says Jacquemet.

###

The development of the ZeroCostDL4Mic platform was coordinated by Guillaume Jacquemet’s (Ã…bo Akademi University, Turku, Finland) and Ricardo Henriques’ laboratories (Instituto Gulbenkian de Ciência, Oeiras, Portugal). It involved a large international consortium encompassing 12 laboratories, spread across nine countries and two continents.

####

For more information, please click here

Contacts:
Guillaume Jacquemet
358-503-235-606

@aboakademi

Copyright © Åbo Akademi University

If you have a comment, please Contact us.

Issuers of news releases, not 7th Wave, Inc. or Nanotechnology Now, are solely responsible for the accuracy of the content.

Bookmark:
Delicious Digg Newsvine Google Yahoo Reddit Magnoliacom Furl Facebook

Related Links

The article “Democratising deep learning for microscopy with ZeroCostDL4Mic” is published open access on:

Related News Press

Imaging

Researchers realize high-efficiency frequency conversion on integrated photonic chip April 23rd, 2021

News and information

Quantum steering for more precise measurements April 23rd, 2021

With new optical device, engineers can fine tune the color of light April 23rd, 2021

Silver ions hurry up, then wait as they disperse: Rice chemists show ions’ staged release from gold-silver nanoparticles could be useful property April 23rd, 2021

Synthetic gelatin-like material mimics lobster underbelly’s stretch and strength: The membrane’s structure could provide a blueprint for robust artificial tissues April 23rd, 2021

Possible Futures

Researchers realize high-efficiency frequency conversion on integrated photonic chip April 23rd, 2021

Silver ions hurry up, then wait as they disperse: Rice chemists show ions’ staged release from gold-silver nanoparticles could be useful property April 23rd, 2021

Synthetic gelatin-like material mimics lobster underbelly’s stretch and strength: The membrane’s structure could provide a blueprint for robust artificial tissues April 23rd, 2021

CEA-Leti Announces EU Project to Mimic Multi-Timescale Processing of Biological Neural Systems: Targeted Applications Include High-Dimensional Distributed Environmental Monitoring, Implantable Medical-Diagnostic Microchips, Wearable Electronics & Human/Computer Interfaces April 23rd, 2021

Discoveries

Quantum steering for more precise measurements April 23rd, 2021

With new optical device, engineers can fine tune the color of light April 23rd, 2021

Silver ions hurry up, then wait as they disperse: Rice chemists show ions’ staged release from gold-silver nanoparticles could be useful property April 23rd, 2021

Synthetic gelatin-like material mimics lobster underbelly’s stretch and strength: The membrane’s structure could provide a blueprint for robust artificial tissues April 23rd, 2021

Announcements

Quantum steering for more precise measurements April 23rd, 2021

With new optical device, engineers can fine tune the color of light April 23rd, 2021

Silver ions hurry up, then wait as they disperse: Rice chemists show ions’ staged release from gold-silver nanoparticles could be useful property April 23rd, 2021

Synthetic gelatin-like material mimics lobster underbelly’s stretch and strength: The membrane’s structure could provide a blueprint for robust artificial tissues April 23rd, 2021

Interviews/Book Reviews/Essays/Reports/Podcasts/Journals/White papers/Posters

Researchers realize high-efficiency frequency conversion on integrated photonic chip April 23rd, 2021

Quantum steering for more precise measurements April 23rd, 2021

With new optical device, engineers can fine tune the color of light April 23rd, 2021

Synthetic gelatin-like material mimics lobster underbelly’s stretch and strength: The membrane’s structure could provide a blueprint for robust artificial tissues April 23rd, 2021

Tools

Researchers realize high-efficiency frequency conversion on integrated photonic chip April 23rd, 2021

JEOL USA Welcomes New Managing Director, Hidetaka Sawada April 19th, 2021

New 3D-Bioprinter + Bioink Use Living Cells Straight From Culture Plate: Cell models mimicking natural tissue topography herald new era for biomedical research April 13th, 2021

Knowledge and Power: Oxford Instruments Plasma Technology and LayTec join forces to provide critical front end processing solutions for the production of compound semiconductor devices April 7th, 2021

Source: http://www.nanotech-now.com/news.cgi?story_id=56662

Time Stamp:

More from Nanotechnology Now