Výsledky vyhledávání - "Cieślak, Mikołaj"

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Importance of realism in procedurally-generated synthetic images for deep learning: case studies in maize and canola

Autor: Khan, Nazifa Azam, Cieslak, Mikolaj, McQuillan, Ian

Artificial neural networks are often used to identify features of crop plants. However, training their models requires many annotated images, which can be expensive and time-consuming to acquire. Procedural models of plants, such as those developed w

Externí odkaz: http://arxiv.org/abs/2404.05128

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LAESI: Leaf Area Estimation with Synthetic Imagery

Autor: Kałużny, Jacek, Schreckenberg, Yannik, Cyganik, Karol, Annighöfer, Peter, Pirk, Sören, Michels, Dominik L., Cieslak, Mikolaj, Assaad-Gerbert, Farhah, Benes, Bedrich, Pałubicki, Wojciech

We introduce LAESI, a Synthetic Leaf Dataset of 100,000 synthetic leaf images on millimeter paper, each with semantic masks and surface area labels. This dataset provides a resource for leaf morphology analysis primarily aimed at beech and oak leaves

Externí odkaz: http://arxiv.org/abs/2404.00593

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Generating Diverse Agricultural Data for Vision-Based Farming Applications

Autor: Cieslak, Mikolaj, Govindarajan, Umabharathi, Garcia, Alejandro, Chandrashekar, Anuradha, Hädrich, Torsten, Mendoza-Drosik, Aleksander, Michels, Dominik L., Pirk, Sören, Fu, Chia-Chun, Pałubicki, Wojciech

We present a specialized procedural model for generating synthetic agricultural scenes, focusing on soybean crops, along with various weeds. This model is capable of simulating distinct growth stages of these plants, diverse soil conditions, and rand

Externí odkaz: http://arxiv.org/abs/2403.18351

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Akademický článek

The Performance of Partial Least Squares Methods in Virtual Nanosensor Array—Multiple Metal Ions Sensing Based on Multispectral Fluorescence of Quantum Dots.

Autor: Głowacz, Klaudia¹ (AUTHOR) klaudia.glowacz@pw.edu.pl, Cieślak, Mikołaj¹ (AUTHOR), Ciosek-Skibińska, Patrycja¹ (AUTHOR) patrycja.ciosek@pw.edu.pl

Publikováno v: Materials (1996-1944). Oct2024, Vol. 17 Issue 19, p4766. 15p.