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Abraham George Smith Profile
Abraham George Smith

@Abe_404

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Postdoc | @DIKU_Institut | #RootPainter | Image Segmentation | Interactive Deep Learning | Phenotyping 🌱

Joined May 2017
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@Abe_404
Abraham George Smith
3 days
Accurate, user-friendly, and free AI stomata quantification with #RootPainter using corrective annotation. Works across species & imaging setups. See our new paper "#Stomata morphology measurement with interactive machine learning: accuracy, speed, and biological relevance".
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@Abe_404
Abraham George Smith
3 months
Five seasons with DeepRootLab: A unique facility for easier deep root research in the field -- I really enjoyed this collaboration with @EusunHan et al - more work coming soon.
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biorxiv.org
Deep-rooted crops accessing water and nutrients from deep soil layers enhance the resource base for crop production. However, studying these roots in field conditions is labor-intensive, limiting...
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@Abe_404
Abraham George Smith
7 months
New instructions for installing the RootPainter trainer (server) on windows 11 have been added to the GitHub repository.
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@Abe_404
Abraham George Smith
8 months
RT @LarryMattYork: There's a science party on Bluesky. Join us.
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@Abe_404
Abraham George Smith
9 months
RT @LDeClippele: 🎓🐟 PhD Opportunity! 🐟🎓.Explore how coastal habitats support fisheries using #bioacoustics & #MachineLearning!.🌊 Study mari….
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@Abe_404
Abraham George Smith
9 months
New paper 📊🌱: 'Automated seminal root angle measurement with corrective annotation' Excited to share our new free #OpenSource tool for root scientists! With Marta Malinowska, Torben Asp, & team @QGG_AU #AI #OpenScience #ROOTS.
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academic.oup.com
Abstract. Measuring seminal root angle is an important aspect of root phenotyping, yet automated methods are lacking. We introduce SeminalRootAngle, a nove
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@Abe_404
Abraham George Smith
10 months
RT @M_ecohydro: 📢New Root paper: Accesible AI model for ecologists fails to catch roots in complex mature forest soil images from minirhi….
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@Abe_404
Abraham George Smith
11 months
RT @richardnair: 📢📢full funded (EU-UK) PhD project with me @TCD_NatSci doing cutting edge stuff with automated root measurements to underst….
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@Abe_404
Abraham George Smith
11 months
PhD position in Data-driven plant phenotyping for discovering novel perennial traits with @EusunHan
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@Abe_404
Abraham George Smith
1 year
RT @LDeClippele: How do you boost AI model training efficiency? A team of Benthic Ecologists and Machine Learning Scientists dived into thi….
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@Abe_404
Abraham George Smith
1 year
RT @H_Poppy_Clark: 🚨New paper alert!🚨 Our work demonstrating the suitability of RootPainter, an interactive machine learning tool, to marin….
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@Abe_404
Abraham George Smith
1 year
RT @richardnair: if you're looking for a PhD and are interested in #roots, #belowground dynamics, and links between plant physiology, soils….
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@Abe_404
Abraham George Smith
1 year
RT @LDeClippele: Final days to apply to the Ecological Data Science Leverhulme DTP which offers an exciting array of data science and machi….
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@Abe_404
Abraham George Smith
1 year
RT @LDeClippele: 📢PhD opportunities in Ecological Data Science as part of *Leverhulme DTP* . On offer: fully funded deep-learning PhD proje….
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@Abe_404
Abraham George Smith
1 year
RT @EusunHan: An exciting PhD opportunity at the Department of Agroecology - Aarhus University on N2O emission and crop residue!.@DptAgro….
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@Abe_404
Abraham George Smith
2 years
RT @LarryMattYork: I am hiring a postdoctoral researcher with my colleague Dr. Chen at ORNL to work on shoot and root responses to fungal a….
jobs.ornl.gov
Postdoctoral Research Associate - Plant Systems Biology
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@Abe_404
Abraham George Smith
2 years
Toward improved image‐based root phenotyping: Handling temporal and cross‐site domain shifts in crop root segmentation models - Banet - 2024 - The Plant Phenome Journal - I really enjoyed this collaboration and am happy to see this published.
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acsess.onlinelibrary.wiley.com
Minimizing model error is key to accurately depict phenotypes and detect treatment effects. Domain shifts can exacerbate model error and reduce model accuracy. Growth-stage-specific models minimize...
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