Variation in forest root image annotation by experts, novices, and AI

G Handy, I Carter, AR Mackenzie, A Esquivel-Muelbert… - Plant Methods, 2024 - Springer
Background The manual study of root dynamics using images requires huge investments of
time and resources and is prone to previously poorly quantified annotator bias. Artificial …

New interactive machine learning tool for marine image analysis

HP Clark, AG Smith… - Royal Society …, 2024 - royalsocietypublishing.org
Advancing imaging technologies are drastically increasing the rate of marine video and
image data collection. Often these datasets are not analysed to their full potential as …

Automated seminal root angle measurement with corrective annotation

AG Smith, M Malinowska, AK Ruud, L Janss… - AoB Plants, 2024 - academic.oup.com
Measuring seminal root angle is an important aspect of root phenotyping, yet automated
methods are lacking. We introduce SeminalRootAngle, a novel open-source automated …

Fine-tuning GAN Models with Unpaired Aerial Images for RGB to NDVI Translation in Vegetation Index Estimation.

H Darmawan, M Yuliana, S Hadi… - International …, 2024 - search.ebscohost.com
Abstract Calculating the Normalized Difference Vegetation Index (NDVI) requires expensive
multispectral cameras, posing challenges such as high costs and the need for technical …

[PDF][PDF] Automated Seminal Root Angle Measurement with Corrective

AG Smith, M Malinowska, L Janss, AK Ruud, L Krusell… - scholar.archive.org
Measuring seminal root angle is an important aspect of root phenotyping, yet automated
methods are lacking. We introduce SeminalRootAngle, a novel open-source automated …