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Itziar Egusquiza

University of the Basque Country

SCHOLARLY PAPERS

4

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165

TOTAL CITATIONS

0

Scholarly Papers (4)

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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
Downloads 80 (803,225)

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Regression conditioned generative models, Generative Adversarial Network (GAN), Diffusion Model (DM), Deep Learning (DL)

2.

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 55 (1,010,164)

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

3.

3DPlant Species Classification Using Synthetic Point Clouds and Deep Learning

Number of pages: 21 Posted: 11 Jun 2026
Minerva Miguelez Pardo, Itziar Egusquiza, Rudolf Nabben and Artzai Picón
affiliation not provided to SSRN, University of the Basque Country, affiliation not provided to SSRN and affiliation not provided to SSRN
Downloads 16

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Deep learning, computer vision, 3D image, Classification, Semantic segmentation, PointCloud, Plant phenotyping

4.

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 14 (1,509,872)

Abstract:

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