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Arantza Bereciartua-Pérez

Basque Research and Technology Alliance (BRTA)

SCHOLARLY PAPERS

6

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273

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Scholarly Papers (6)

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1.

When Synthetic Plants Get Sick: Generating Graded Plant Disease Synthetic Datasets with Novel Regression-Conditional Image-to-Image Diffusion Models (Diffusionpix2pix)

Number of pages: 18 Posted: 05 Jul 2024
Itziar Egusquiza, Leire Benito-Del-Valle, Artzai Picón, Arantza Bereciartua-Pérez, Laura Gómez, Andoni Elola, Elisabete Aramendi, Rocío Espejo, Till Eggers, Christian Klukas and Ramón Navarra-Mestre
University of the Basque Country, affiliation not provided to SSRN, affiliation not provided to SSRN, Basque Research and Technology Alliance (BRTA), Basque Research and Technology Alliance (BRTA), University of the Basque Country, University of the Basque Country, BASF SE, BASF SE, BASF SE and BASF SE
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Regression conditioned generative models, Generative Adversarial Network (GAN), Diffusion Model (DM), Deep Learning (DL)

2.

Improving Disease Quantification in Agricultural Imagery: Multi-Crop Neural Networks for Semantic Segmentation with Contextual Metadata and Semi-Supervised Learning

Number of pages: 18 Posted: 18 Dec 2023
Artzai Picon, Itziar Eguskiza, Pablo Galan, Laura Gómez, Javier Romero, Christian Klukas, Arantza Bereciartua-Pérez, Mike Scharner and Ramón Navarra-Mestre
Basque Research and Technology Alliance (BRTA), Basque Research and Technology Alliance (BRTA), Basque Research and Technology Alliance (BRTA), Basque Research and Technology Alliance (BRTA), BASF Española SL, BASF SE, Basque Research and Technology Alliance (BRTA), BASF SE and BASF SE
Downloads 66

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convolutional neural network, contextual meta-data, precision agriculture, crop protection, deep learning

3.

Latent Diffusion Meets Semi-Supervised learning: Enhancing Plant Disease Detection with Minimal Labels

Number of pages: 17 Posted: 11 Nov 2025
Itziar Egusquiza, Artzai Picón, Leire Benito-Del-Valle, Arantza Bereciartua-Pérez, Laura Gómez, Andoni Elola, Elisabete Aramendi, Rocío Espejo, Christian Klukas and Ramón Navarra-Mestre
University of the Basque Country, affiliation not provided to SSRN, affiliation not provided to SSRN, Basque Research and Technology Alliance (BRTA), Basque Research and Technology Alliance (BRTA), University of the Basque Country, University of the Basque Country, BASF SE, BASF SE and BASF SE
Downloads 57

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plant disease, Deep Learning (DL), regression conditioned generative models, Denoising Diffusion Probabilistic Models (DDPMs), semi-supervised learning

4.

Copy-and-Paste Synthetic Image Generation: A Simple Approach to Reduce Annotation Effort in Whitefly Counting

Number of pages: 33 Posted: 19 Jan 2026
Laura Gómez, Andoni Elola, Artzai Picón, Itziar Eguskiza, Ramón Navarra-Mestre, Christian Klukas and Arantza Bereciartua-Pérez
Basque Research and Technology Alliance (BRTA), University of the Basque Country, affiliation not provided to SSRN, Basque Research and Technology Alliance (BRTA), BASF SE, BASF SE and Basque Research and Technology Alliance (BRTA)
Downloads 28

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Pest Management, Synthetic image generation, density map estimation, Deep learning

5.

Synthetic images for damaged regions detection in wind turbine blades

Number of pages: 17 Posted: 20 Jan 2026
Leire Benito-Del-Valle, Daniel Mugica, Artzai Picón and Arantza Bereciartua-Pérez
University of the Basque Country, affiliation not provided to SSRN, affiliation not provided to SSRN and Basque Research and Technology Alliance (BRTA)
Downloads 24

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object detection, Synthetic data, Image composition, renewable energy, Wind Turbine, YOLO

6.

Latent Diffusion Meets Semi-Supervised Learning: Enhancing Plant Disease Detection with Minimal Labels

Number of pages: 18 Posted: 20 Feb 2026
Itziar Egusquiza, Artzai Picón, Leire Benito-Del-Valle, Arantza Bereciartua-Pérez, Laura Gómez, Andoni Elola, Elisabete Aramendi, Rocío Espejo, Christian Klukas and Ramón Navarra-Mestre
University of the Basque Country, affiliation not provided to SSRN, affiliation not provided to SSRN, Basque Research and Technology Alliance (BRTA), Basque Research and Technology Alliance (BRTA), University of the Basque Country, University of the Basque Country, BASF SE, BASF SE and BASF SE
Downloads 17

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Plant Disease, Deep Learning (DL), regression conditioned generative models, Denoising Diffusion Probabilistic Model s(DDPMs), Semi-Supervised Learning