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ChronoRoot 2.0: an open AI-powered platform for 2D temporal plant phenotyping.

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Title: ChronoRoot 2.0: an open AI-powered platform for 2D temporal plant phenotyping.
Authors: Gaggion N; Instituto de Fisiología, Biología Molecular y Neurociencias (IFIBYNE), CONICET-Universidad de Buenos Aires, Av. Intendente Guiraldes 2160 , C1428 Capital Federal, Argentina.; APOLO Biotech, Parque Tecnológico Litoral Centro Ruta Nacional 168 km 0, S3000 Santa Fe, Argentina.; Instituto de Ciencias de la Computación, CONICET-Universidad de Buenos Aires, Av. Intendente Guiraldes 2160, C1428 Capital Federal, Argentina.; Université Paris-Saclay, CNRS, INRAE, Université Evry, Institute of Plant Sciences Paris-Saclay (IPS2), 630 Rue Noetzlin Bâtiment, 91190 Gif-sur-Yvette, France.; Université Paris Cité, CNRS, INRAE, Institute of Plant Sciences Paris-Saclay (IPS2), 630 Rue Noetzlin Bâtiment, 91190 Gif-sur-Yvette, France., Boccardo NA; Instituto de Fisiología, Biología Molecular y Neurociencias (IFIBYNE), CONICET-Universidad de Buenos Aires, Av. Intendente Guiraldes 2160 , C1428 Capital Federal, Argentina.; APOLO Biotech, Parque Tecnológico Litoral Centro Ruta Nacional 168 km 0, S3000 Santa Fe, Argentina., Bonazzola R; Instituto de Investigación en Señales, Sistemas e Inteligencia Computacional sinc(i), CONICET-Universidad Nacional del Litoral, Ciudad Universitaria UNL Ruta Nacional Nº 168 km 472.4 FICH 4to Piso, S3000 Santa Fe, Argentina., Legascue MF; Instituto de Fisiología, Biología Molecular y Neurociencias (IFIBYNE), CONICET-Universidad de Buenos Aires, Av. Intendente Guiraldes 2160 , C1428 Capital Federal, Argentina.; APOLO Biotech, Parque Tecnológico Litoral Centro Ruta Nacional 168 km 0, S3000 Santa Fe, Argentina., Mammarella MF; APOLO Biotech, Parque Tecnológico Litoral Centro Ruta Nacional 168 km 0, S3000 Santa Fe, Argentina., Rodriguez FS; Instituto de Fisiología, Biología Molecular y Neurociencias (IFIBYNE), CONICET-Universidad de Buenos Aires, Av. Intendente Guiraldes 2160 , C1428 Capital Federal, Argentina., Aballay FE; Instituto de Fisiología, Biología Molecular y Neurociencias (IFIBYNE), CONICET-Universidad de Buenos Aires, Av. Intendente Guiraldes 2160 , C1428 Capital Federal, Argentina., Catulo FB; Instituto de Fisiología, Biología Molecular y Neurociencias (IFIBYNE), CONICET-Universidad de Buenos Aires, Av. Intendente Guiraldes 2160 , C1428 Capital Federal, Argentina., Barrios A; Université Paris-Saclay, CNRS, INRAE, Université Evry, Institute of Plant Sciences Paris-Saclay (IPS2), 630 Rue Noetzlin Bâtiment, 91190 Gif-sur-Yvette, France.; Université Paris Cité, CNRS, INRAE, Institute of Plant Sciences Paris-Saclay (IPS2), 630 Rue Noetzlin Bâtiment, 91190 Gif-sur-Yvette, France., Santoro LJ; Instituto de Fisiología, Biología Molecular y Neurociencias (IFIBYNE), CONICET-Universidad de Buenos Aires, Av. Intendente Guiraldes 2160 , C1428 Capital Federal, Argentina., Accavallo F; APOLO Biotech, Parque Tecnológico Litoral Centro Ruta Nacional 168 km 0, S3000 Santa Fe, Argentina., Villarreal SN; Instituto de Fisiología, Biología Molecular y Neurociencias (IFIBYNE), CONICET-Universidad de Buenos Aires, Av. Intendente Guiraldes 2160 , C1428 Capital Federal, Argentina.; APOLO Biotech, Parque Tecnológico Litoral Centro Ruta Nacional 168 km 0, S3000 Santa Fe, Argentina., Pereyra-Bistrain LI; Université Paris-Saclay, CNRS, INRAE, Université Evry, Institute of Plant Sciences Paris-Saclay (IPS2), 630 Rue Noetzlin Bâtiment, 91190 Gif-sur-Yvette, France.; Université Paris Cité, CNRS, INRAE, Institute of Plant Sciences Paris-Saclay (IPS2), 630 Rue Noetzlin Bâtiment, 91190 Gif-sur-Yvette, France., Benhamed M; Université Paris-Saclay, CNRS, INRAE, Université Evry, Institute of Plant Sciences Paris-Saclay (IPS2), 630 Rue Noetzlin Bâtiment, 91190 Gif-sur-Yvette, France.; Université Paris Cité, CNRS, INRAE, Institute of Plant Sciences Paris-Saclay (IPS2), 630 Rue Noetzlin Bâtiment, 91190 Gif-sur-Yvette, France., Crespi M; Université Paris-Saclay, CNRS, INRAE, Université Evry, Institute of Plant Sciences Paris-Saclay (IPS2), 630 Rue Noetzlin Bâtiment, 91190 Gif-sur-Yvette, France.; Université Paris Cité, CNRS, INRAE, Institute of Plant Sciences Paris-Saclay (IPS2), 630 Rue Noetzlin Bâtiment, 91190 Gif-sur-Yvette, France., Ricardi MM; Instituto de Fisiología, Biología Molecular y Neurociencias (IFIBYNE), CONICET-Universidad de Buenos Aires, Av. Intendente Guiraldes 2160 , C1428 Capital Federal, Argentina., Petrillo E; Instituto de Fisiología, Biología Molecular y Neurociencias (IFIBYNE), CONICET-Universidad de Buenos Aires, Av. Intendente Guiraldes 2160 , C1428 Capital Federal, Argentina., Blein T; Université Paris-Saclay, CNRS, INRAE, Université Evry, Institute of Plant Sciences Paris-Saclay (IPS2), 630 Rue Noetzlin Bâtiment, 91190 Gif-sur-Yvette, France.; Université Paris Cité, CNRS, INRAE, Institute of Plant Sciences Paris-Saclay (IPS2), 630 Rue Noetzlin Bâtiment, 91190 Gif-sur-Yvette, France., Ariel F; Instituto de Fisiología, Biología Molecular y Neurociencias (IFIBYNE), CONICET-Universidad de Buenos Aires, Av. Intendente Guiraldes 2160 , C1428 Capital Federal, Argentina., Ferrante E; Instituto de Ciencias de la Computación, CONICET-Universidad de Buenos Aires, Av. Intendente Guiraldes 2160, C1428 Capital Federal, Argentina.
Source: GigaScience [Gigascience] 2026 Jan 21; Vol. 15.
Publication Type: Journal Article; Research Support, Non-U.S. Gov't
Journal Info: Publisher: Oxford University Press Country of Publication: United States NLM ID: 101596872 Publication Model: Print Cited Medium: Internet ISSN: 2047-217X (Electronic) Linking ISSN: 2047217X NLM ISO Abbreviation: Gigascience Subsets: MEDLINE
Database: MEDLINE Ultimate
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  Data: ChronoRoot 2.0: an open AI-powered platform for 2D temporal plant phenotyping.
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  Data: <searchLink fieldCode="AU" term="%22Gaggion+N%22">Gaggion N</searchLink>; Instituto de Fisiología, Biología Molecular y Neurociencias (IFIBYNE), CONICET-Universidad de Buenos Aires, Av. Intendente Guiraldes 2160 , C1428 Capital Federal, Argentina.; APOLO Biotech, Parque Tecnológico Litoral Centro Ruta Nacional 168 km 0, S3000 Santa Fe, Argentina.; Instituto de Ciencias de la Computación, CONICET-Universidad de Buenos Aires, Av. Intendente Guiraldes 2160, C1428 Capital Federal, Argentina.; Université Paris-Saclay, CNRS, INRAE, Université Evry, Institute of Plant Sciences Paris-Saclay (IPS2), 630 Rue Noetzlin Bâtiment, 91190 Gif-sur-Yvette, France.; Université Paris Cité, CNRS, INRAE, Institute of Plant Sciences Paris-Saclay (IPS2), 630 Rue Noetzlin Bâtiment, 91190 Gif-sur-Yvette, France.<br /><searchLink fieldCode="AU" term="%22Boccardo+NA%22">Boccardo NA</searchLink>; Instituto de Fisiología, Biología Molecular y Neurociencias (IFIBYNE), CONICET-Universidad de Buenos Aires, Av. Intendente Guiraldes 2160 , C1428 Capital Federal, Argentina.; APOLO Biotech, Parque Tecnológico Litoral Centro Ruta Nacional 168 km 0, S3000 Santa Fe, Argentina.<br /><searchLink fieldCode="AU" term="%22Bonazzola+R%22">Bonazzola R</searchLink>; Instituto de Investigación en Señales, Sistemas e Inteligencia Computacional sinc(i), CONICET-Universidad Nacional del Litoral, Ciudad Universitaria UNL Ruta Nacional Nº 168 km 472.4 FICH 4to Piso, S3000 Santa Fe, Argentina.<br /><searchLink fieldCode="AU" term="%22Legascue+MF%22">Legascue MF</searchLink>; Instituto de Fisiología, Biología Molecular y Neurociencias (IFIBYNE), CONICET-Universidad de Buenos Aires, Av. Intendente Guiraldes 2160 , C1428 Capital Federal, Argentina.; APOLO Biotech, Parque Tecnológico Litoral Centro Ruta Nacional 168 km 0, S3000 Santa Fe, Argentina.<br /><searchLink fieldCode="AU" term="%22Mammarella+MF%22">Mammarella MF</searchLink>; APOLO Biotech, Parque Tecnológico Litoral Centro Ruta Nacional 168 km 0, S3000 Santa Fe, Argentina.<br /><searchLink fieldCode="AU" term="%22Rodriguez+FS%22">Rodriguez FS</searchLink>; Instituto de Fisiología, Biología Molecular y Neurociencias (IFIBYNE), CONICET-Universidad de Buenos Aires, Av. Intendente Guiraldes 2160 , C1428 Capital Federal, Argentina.<br /><searchLink fieldCode="AU" term="%22Aballay+FE%22">Aballay FE</searchLink>; Instituto de Fisiología, Biología Molecular y Neurociencias (IFIBYNE), CONICET-Universidad de Buenos Aires, Av. Intendente Guiraldes 2160 , C1428 Capital Federal, Argentina.<br /><searchLink fieldCode="AU" term="%22Catulo+FB%22">Catulo FB</searchLink>; Instituto de Fisiología, Biología Molecular y Neurociencias (IFIBYNE), CONICET-Universidad de Buenos Aires, Av. Intendente Guiraldes 2160 , C1428 Capital Federal, Argentina.<br /><searchLink fieldCode="AU" term="%22Barrios+A%22">Barrios A</searchLink>; Université Paris-Saclay, CNRS, INRAE, Université Evry, Institute of Plant Sciences Paris-Saclay (IPS2), 630 Rue Noetzlin Bâtiment, 91190 Gif-sur-Yvette, France.; Université Paris Cité, CNRS, INRAE, Institute of Plant Sciences Paris-Saclay (IPS2), 630 Rue Noetzlin Bâtiment, 91190 Gif-sur-Yvette, France.<br /><searchLink fieldCode="AU" term="%22Santoro+LJ%22">Santoro LJ</searchLink>; Instituto de Fisiología, Biología Molecular y Neurociencias (IFIBYNE), CONICET-Universidad de Buenos Aires, Av. Intendente Guiraldes 2160 , C1428 Capital Federal, Argentina.<br /><searchLink fieldCode="AU" term="%22Accavallo+F%22">Accavallo F</searchLink>; APOLO Biotech, Parque Tecnológico Litoral Centro Ruta Nacional 168 km 0, S3000 Santa Fe, Argentina.<br /><searchLink fieldCode="AU" term="%22Villarreal+SN%22">Villarreal SN</searchLink>; Instituto de Fisiología, Biología Molecular y Neurociencias (IFIBYNE), CONICET-Universidad de Buenos Aires, Av. Intendente Guiraldes 2160 , C1428 Capital Federal, Argentina.; APOLO Biotech, Parque Tecnológico Litoral Centro Ruta Nacional 168 km 0, S3000 Santa Fe, Argentina.<br /><searchLink fieldCode="AU" term="%22Pereyra-Bistrain+LI%22">Pereyra-Bistrain LI</searchLink>; Université Paris-Saclay, CNRS, INRAE, Université Evry, Institute of Plant Sciences Paris-Saclay (IPS2), 630 Rue Noetzlin Bâtiment, 91190 Gif-sur-Yvette, France.; Université Paris Cité, CNRS, INRAE, Institute of Plant Sciences Paris-Saclay (IPS2), 630 Rue Noetzlin Bâtiment, 91190 Gif-sur-Yvette, France.<br /><searchLink fieldCode="AU" term="%22Benhamed+M%22">Benhamed M</searchLink>; Université Paris-Saclay, CNRS, INRAE, Université Evry, Institute of Plant Sciences Paris-Saclay (IPS2), 630 Rue Noetzlin Bâtiment, 91190 Gif-sur-Yvette, France.; Université Paris Cité, CNRS, INRAE, Institute of Plant Sciences Paris-Saclay (IPS2), 630 Rue Noetzlin Bâtiment, 91190 Gif-sur-Yvette, France.<br /><searchLink fieldCode="AU" term="%22Crespi+M%22">Crespi M</searchLink>; Université Paris-Saclay, CNRS, INRAE, Université Evry, Institute of Plant Sciences Paris-Saclay (IPS2), 630 Rue Noetzlin Bâtiment, 91190 Gif-sur-Yvette, France.; Université Paris Cité, CNRS, INRAE, Institute of Plant Sciences Paris-Saclay (IPS2), 630 Rue Noetzlin Bâtiment, 91190 Gif-sur-Yvette, France.<br /><searchLink fieldCode="AU" term="%22Ricardi+MM%22">Ricardi MM</searchLink>; Instituto de Fisiología, Biología Molecular y Neurociencias (IFIBYNE), CONICET-Universidad de Buenos Aires, Av. Intendente Guiraldes 2160 , C1428 Capital Federal, Argentina.<br /><searchLink fieldCode="AU" term="%22Petrillo+E%22">Petrillo E</searchLink>; Instituto de Fisiología, Biología Molecular y Neurociencias (IFIBYNE), CONICET-Universidad de Buenos Aires, Av. Intendente Guiraldes 2160 , C1428 Capital Federal, Argentina.<br /><searchLink fieldCode="AU" term="%22Blein+T%22">Blein T</searchLink>; Université Paris-Saclay, CNRS, INRAE, Université Evry, Institute of Plant Sciences Paris-Saclay (IPS2), 630 Rue Noetzlin Bâtiment, 91190 Gif-sur-Yvette, France.; Université Paris Cité, CNRS, INRAE, Institute of Plant Sciences Paris-Saclay (IPS2), 630 Rue Noetzlin Bâtiment, 91190 Gif-sur-Yvette, France.<br /><searchLink fieldCode="AU" term="%22Ariel+F%22">Ariel F</searchLink>; Instituto de Fisiología, Biología Molecular y Neurociencias (IFIBYNE), CONICET-Universidad de Buenos Aires, Av. Intendente Guiraldes 2160 , C1428 Capital Federal, Argentina.<br /><searchLink fieldCode="AU" term="%22Ferrante+E%22">Ferrante E</searchLink>; Instituto de Ciencias de la Computación, CONICET-Universidad de Buenos Aires, Av. Intendente Guiraldes 2160, C1428 Capital Federal, Argentina.
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