* . *
  • About
  • Advertise
  • Privacy & Policy
  • Contact
Thursday, September 18, 2025
Earth-News
  • Home
  • Business
  • Entertainment
    REO to return for UI homecoming – The News-Gazette

    REO Gears Up to Ignite the Stage at UI Homecoming Celebration!

    Gen V Season 2: What is The Odessa Project? – yahoo.com

    Gen V Season 2: Unlocking the Secrets of The Odessa Project

    PENN Entertainment stock rating reiterated at Market Outperform by JMP – Investing.com

    PENN Entertainment Stock Rated a Market Outperformer by Experts

    Here’s how NJ’s once-vibrant nightclub scene was born and why it died – Bergen Record

    The Rise and Fall of New Jersey’s Once-Vibrant Nightclub Scene: What Happened?

    The Emmys are back: Viewership soars to highest numbers in 4 years – yahoo.com

    The Emmys Return with a Bang: Viewership Hits a 4-Year High

    From Spinal Tap II to Ed Sheeran : your complete entertainment guide to the week ahead – The Guardian

  • General
  • Health
  • News

    Cracking the Code: Why China’s Economic Challenges Aren’t Shaking Markets, Unlike America’s” – Bloomberg

    Trump’s Narrow Window to Spread the Truth About Harris

    Trump’s Narrow Window to Spread the Truth About Harris

    Israel-Gaza war live updates: Hamas leader Ismail Haniyeh assassinated in Iran, group says

    Israel-Gaza war live updates: Hamas leader Ismail Haniyeh assassinated in Iran, group says

    PAP Boss to Niger Delta Youths, Stay Away from the Protest

    PAP Boss to Niger Delta Youths, Stay Away from the Protest

    Court Restricts Protests In Lagos To Freedom, Peace Park

    Court Restricts Protests In Lagos To Freedom, Peace Park

    Fans React to Jazz Jennings’ Inspiring Weight Loss Journey

    Fans React to Jazz Jennings’ Inspiring Weight Loss Journey

    Trending Tags

    • Trump Inauguration
    • United Stated
    • White House
    • Market Stories
    • Election Results
  • Science
  • Sports
  • Technology
    Bucking the Odds: Why Technology Companies Should Embrace Software Patents Today – Crowell & Moring LLP

    Bucking the Odds: Why Technology Companies Should Embrace Software Patents Today – Crowell & Moring LLP

    City IT presented Best of North Carolina Technology Award – RaleighNC.gov

    City IT Honored with Best of North Carolina Technology Award

    LELO Releases 2025 Futurist Report: Intergenerational Views on Relationships, Sex, and Technology – PR Newswire

    Exploring the Future: How Different Generations View Relationships, Sex, and Technology in 2025

    Will New Big Technology Engagements Reshape Innodata’s Growth Path? – Yahoo Finance

    Could New Major Tech Partnerships Propel Innodata to Unprecedented Growth?

    Unlocking AI Success: How People, Process, and Technology Form the Ultimate Triangle

    Billion-dollar coffins? New technology could make oceans transparent and Aukus submarines vulnerable – The Guardian

    Billion-Dollar Coffins? How New Technology Could Make Oceans Transparent and Expose Submarines

    Trending Tags

    • Nintendo Switch
    • CES 2017
    • Playstation 4 Pro
    • Mark Zuckerberg
No Result
View All Result
  • Home
  • Business
  • Entertainment
    REO to return for UI homecoming – The News-Gazette

    REO Gears Up to Ignite the Stage at UI Homecoming Celebration!

    Gen V Season 2: What is The Odessa Project? – yahoo.com

    Gen V Season 2: Unlocking the Secrets of The Odessa Project

    PENN Entertainment stock rating reiterated at Market Outperform by JMP – Investing.com

    PENN Entertainment Stock Rated a Market Outperformer by Experts

    Here’s how NJ’s once-vibrant nightclub scene was born and why it died – Bergen Record

    The Rise and Fall of New Jersey’s Once-Vibrant Nightclub Scene: What Happened?

    The Emmys are back: Viewership soars to highest numbers in 4 years – yahoo.com

    The Emmys Return with a Bang: Viewership Hits a 4-Year High

    From Spinal Tap II to Ed Sheeran : your complete entertainment guide to the week ahead – The Guardian

  • General
  • Health
  • News

    Cracking the Code: Why China’s Economic Challenges Aren’t Shaking Markets, Unlike America’s” – Bloomberg

    Trump’s Narrow Window to Spread the Truth About Harris

    Trump’s Narrow Window to Spread the Truth About Harris

    Israel-Gaza war live updates: Hamas leader Ismail Haniyeh assassinated in Iran, group says

    Israel-Gaza war live updates: Hamas leader Ismail Haniyeh assassinated in Iran, group says

    PAP Boss to Niger Delta Youths, Stay Away from the Protest

    PAP Boss to Niger Delta Youths, Stay Away from the Protest

    Court Restricts Protests In Lagos To Freedom, Peace Park

    Court Restricts Protests In Lagos To Freedom, Peace Park

    Fans React to Jazz Jennings’ Inspiring Weight Loss Journey

    Fans React to Jazz Jennings’ Inspiring Weight Loss Journey

    Trending Tags

    • Trump Inauguration
    • United Stated
    • White House
    • Market Stories
    • Election Results
  • Science
  • Sports
  • Technology
    Bucking the Odds: Why Technology Companies Should Embrace Software Patents Today – Crowell & Moring LLP

    Bucking the Odds: Why Technology Companies Should Embrace Software Patents Today – Crowell & Moring LLP

    City IT presented Best of North Carolina Technology Award – RaleighNC.gov

    City IT Honored with Best of North Carolina Technology Award

    LELO Releases 2025 Futurist Report: Intergenerational Views on Relationships, Sex, and Technology – PR Newswire

    Exploring the Future: How Different Generations View Relationships, Sex, and Technology in 2025

    Will New Big Technology Engagements Reshape Innodata’s Growth Path? – Yahoo Finance

    Could New Major Tech Partnerships Propel Innodata to Unprecedented Growth?

    Unlocking AI Success: How People, Process, and Technology Form the Ultimate Triangle

    Billion-dollar coffins? New technology could make oceans transparent and Aukus submarines vulnerable – The Guardian

    Billion-Dollar Coffins? How New Technology Could Make Oceans Transparent and Expose Submarines

    Trending Tags

    • Nintendo Switch
    • CES 2017
    • Playstation 4 Pro
    • Mark Zuckerberg
No Result
View All Result
Earth-News
No Result
View All Result
Home Science

Harnessing AI for non-destructive in situ root imaging and phenotyping

December 16, 2023
in Science
Harnessing AI for non-destructive in situ root imaging and phenotyping
Share on FacebookShare on Twitter

Revolutionizing root research: harnessing AI for non-destructive in situ root imaging and phenotyping

Processes related to the pipeline of experiments. Credit: Plant Phenomics (2023). DOI: 10.34133/plantphenomics.0066

Roots are essential for plant growth, but traditional methods of studying roots are resource-intensive and damaging. With advancements in image processing techniques, innovative methods for in situ root studies have emerged, providing non-destructive root imaging.

However, soil shading in images is the current challenge, which leads to fragmented root systems and a loss of structural integrity. And this fragmentation hampers the accurate assessment of root phenotypes. Although deep learning approaches such as SegRoot and ChronoRoot have enhanced root image recognition, issues like root breakage and soil coverage still remain.

Advancements in image restoration, particularly in situ root identification, are crucial for accurate root phenotype assessment. Techniques such as with techniques like generative adversarial networks (GANs) show potential in this part, but still require refinement.

In July 2023, Plant Phenomics published a research article titled “Application of Improved UNet and EnlightenGAN for Segmentation and Reconstruction of in Situ Roots.” In this study, researchers proposed using EnlightenGAN for root reconstruction by manipulating the light intensity in targeted areas.

The team previously developed the RhizoPot platform, which can nondestructively collect the complete root images. Early stages showed accurate segmentation of roots with DeeplabV3+. However, there were inaccuracies in the analysis of root diameter and surface area. Continuous research has improved the accuracy of in situ root segmentation, but small pieces covered by soil still remain unidentified.

Comparing deep-learning models UNet, SegNet, and DeeplabV3+ on an original root dataset, the study found that DeeplabV3+ (Xception) had the best overall performance. However, each model had its strengths and weaknesses in root identification. Ablation experiments with various improvements on UNet showed increased performance in both mIOU and F1 scores, suggesting that these modifications successfully addressed the limitations of the models.

Transfer learning with the improved UNet on the reconstructed root dataset demonstrates good versatility and robustness. EnlightenGAN was used for root generation, with each iteration progressively enhancing root reconstruction. Phenotypic parameters were analyzed using RhizoVision Explorer software, which revealed a significant correlation with actual values. However, the reconstructed roots resulted in changes to root length and surface area.

The study conducted a thorough model comparison, highlighting the DeeplabV3+’s capabilities, but also noted the limitations of the model in recognizing main roots. The improved UNet was selected for root segmentation because of its scalability and potential for future enhancements. Finally, the study proposed various combinations of UNet and EnlightenGAN for different purposes, ranging from accurate segmentation to dataset expansion and unsupervised training.

Overall, the study demonstrates a significant advance in root reconstruction technology, offering a novel approach to root phenotyping analysis.

More information:
Qiushi Yu et al, Application of Improved UNet and EnglightenGAN for Segmentation and Reconstruction of In Situ Roots, Plant Phenomics (2023). DOI: 10.34133/plantphenomics.0066

Citation:
Harnessing AI for non-destructive in situ root imaging and phenotyping (2023, December 15)
retrieved 16 December 2023
from https://phys.org/news/2023-12-harnessing-ai-non-destructive-situ-root.html

This document is subject to copyright. Apart from any fair dealing for the purpose of private study or research, no
part may be reproduced without the written permission. The content is provided for information purposes only.

>>> Read full article>>>
Copyright for syndicated content belongs to the linked Source : Phys.org – https://phys.org/news/2023-12-harnessing-ai-non-destructive-situ-root.html

Tags: Harnessingnon-destructivescience
Previous Post

Netflix Has No Plans for a Leave the World Behind Sequel Yet

Next Post

UK project enhances legal understanding for legally accountable 10-year-olds, research finds

Study: UIS contributes nearly $1 billion to the Illinois economy – NPR Illinois

Study: UIS contributes nearly $1 billion to the Illinois economy – NPR Illinois

September 18, 2025
REO to return for UI homecoming – The News-Gazette

REO Gears Up to Ignite the Stage at UI Homecoming Celebration!

September 18, 2025
WATCH: Former CDC doctor says U.S. is on track to see uptick in preventable diseases under Kennedy – PBS

WATCH: Former CDC Doctor Warns of Rising Preventable Diseases in the U.S

September 18, 2025
Local politicians, judges, officials face increased threats, new data shows – WDSU

Local politicians, judges, officials face increased threats, new data shows – WDSU

September 18, 2025
Washington State Honors Hanford Team for Protecting Native Habitat – Department of Energy (.gov)

Washington State Celebrates Hanford Team’s Success in Protecting Native Habitat

September 17, 2025
Kent State University unveils poetry inspired by science despite federal funding cut – Ideastream

Kent State University Unveils Science-Inspired Poetry Amid Federal Funding Cuts

September 17, 2025
Fired CDC director warns of backslide in US vaccine science under RFK Jr – Al Jazeera

Fired CDC director warns of backslide in US vaccine science under RFK Jr – Al Jazeera

September 17, 2025
Melting Pot Brings Back Its Most ‘Luxurious’ Fondue for a Limited Time – yahoo.com

Melting Pot Brings Back Its Most ‘Luxurious’ Fondue for a Limited Time – yahoo.com

September 17, 2025
Bucking the Odds: Why Technology Companies Should Embrace Software Patents Today – Crowell & Moring LLP

Bucking the Odds: Why Technology Companies Should Embrace Software Patents Today – Crowell & Moring LLP

September 17, 2025
Eleven Sports to bring WTA Tour to Polish fans in new five-year deal – WTA Tennis

Eleven Sports to bring WTA Tour to Polish fans in new five-year deal – WTA Tennis

September 17, 2025

Categories

Archives

September 2025
MTWTFSS
1234567
891011121314
15161718192021
22232425262728
2930 
« Aug    
Earth-News.info

The Earth News is an independent English-language daily published Website from all around the World News

Browse by Category

  • Business (20,132)
  • Ecology (824)
  • Economy (844)
  • Entertainment (21,723)
  • General (17,096)
  • Health (9,889)
  • Lifestyle (858)
  • News (22,149)
  • People (848)
  • Politics (854)
  • Science (16,055)
  • Sports (21,344)
  • Technology (15,826)
  • World (827)

Recent News

Study: UIS contributes nearly $1 billion to the Illinois economy – NPR Illinois

Study: UIS contributes nearly $1 billion to the Illinois economy – NPR Illinois

September 18, 2025
REO to return for UI homecoming – The News-Gazette

REO Gears Up to Ignite the Stage at UI Homecoming Celebration!

September 18, 2025
  • About
  • Advertise
  • Privacy & Policy
  • Contact

© 2023 earth-news.info

No Result
View All Result

© 2023 earth-news.info

No Result
View All Result

© 2023 earth-news.info

Go to mobile version