2018
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Picón-Ruiz, Artzai; ALVAREZ-GILA, AITOR; SEITZ, MAXIMILIAM; ORTIZ-BARREDO, AMAIA; ECHAZARRA, JONE; JOHANNES, ALEXANDER Deep convolutional neural networks for mobile capture device-based crop disease classification in the wild (Artículo de revista) Computers and Electronics in Agriculture, 2018, ISSN: 0168-1699. (Resumen | Enlaces | BibTeX | Etiquetas: cnn, convolutional neural networks, deep learning, disease identification, early pest, image processing, phytopathology, plant disease, precision agriculture) @article{picon_deep_2018,
title = {Deep convolutional neural networks for mobile capture device-based crop disease classification in the wild},
author = {Artzai Picón-Ruiz and AITOR ALVAREZ-GILA and MAXIMILIAM SEITZ and AMAIA ORTIZ-BARREDO and JONE ECHAZARRA and ALEXANDER JOHANNES},
url = {http://www.sciencedirect.com/science/article/pii/S0168169917312619
https://computervision.tecnalia.com/wp-content/uploads/2018/10/preprint_computer_and_electronics_10.1016@j.compag.2018.04.002-1.pdf},
doi = {10.1016/j.compag.2018.04.002},
issn = {0168-1699},
year = {2018},
date = {2018-01-01},
urldate = {2018-06-26},
journal = {Computers and Electronics in Agriculture},
abstract = {Fungal infection represents up to 50% of yield losses, making it necessary to apply effective and cost efficient fungicide treatments, whose efficacy depends on infestation type, situation and time. In these cases, a correct and early identification of the specific infection is mandatory to minimize yield losses and increase the efficacy and efficiency of the treatments. Over the last years, a number of image analysis-based methodologies have been proposed for automatic image disease identification. Among these methods, the use of Deep Convolutional Neural Networks (CNNs) has proven tremendously successful for different visual classification tasks. In this work we extend previous work by Johannes et al. (2017) with an adapted Deep Residual Neural Network-based algorithm to deal with the detection of multiple plant diseases in real acquisition conditions where different adaptions for early disease detection have been proposed. This work analyses the performance of early identification of three relevant European endemic wheat diseases: Septoria (Septoria triciti), Tan Spot (Drechslera triciti-repentis) and Rust (Puccinia striiformis & Puccinia recondita). The analysis was done using different mobile devices, and more than 8178 images were captured in two pilot sites in Spain and Germany during 2014,2015 and 2016. Obtained results reveal an overall improvement of the balanced accuracy from 0.78 (Johannes et al., 2017) up to 0.87 under exhaustive testing, and balanced accuracies greater than 0.96 on a pilot test performed in Germany.},
keywords = {cnn, convolutional neural networks, deep learning, disease identification, early pest, image processing, phytopathology, plant disease, precision agriculture},
pubstate = {published},
tppubtype = {article}
}
Fungal infection represents up to 50% of yield losses, making it necessary to apply effective and cost efficient fungicide treatments, whose efficacy depends on infestation type, situation and time. In these cases, a correct and early identification of the specific infection is mandatory to minimize yield losses and increase the efficacy and efficiency of the treatments. Over the last years, a number of image analysis-based methodologies have been proposed for automatic image disease identification. Among these methods, the use of Deep Convolutional Neural Networks (CNNs) has proven tremendously successful for different visual classification tasks. In this work we extend previous work by Johannes et al. (2017) with an adapted Deep Residual Neural Network-based algorithm to deal with the detection of multiple plant diseases in real acquisition conditions where different adaptions for early disease detection have been proposed. This work analyses the performance of early identification of three relevant European endemic wheat diseases: Septoria (Septoria triciti), Tan Spot (Drechslera triciti-repentis) and Rust (Puccinia striiformis & Puccinia recondita). The analysis was done using different mobile devices, and more than 8178 images were captured in two pilot sites in Spain and Germany during 2014,2015 and 2016. Obtained results reveal an overall improvement of the balanced accuracy from 0.78 (Johannes et al., 2017) up to 0.87 under exhaustive testing, and balanced accuracies greater than 0.96 on a pilot test performed in Germany. |
2017
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GALDRAN, ADRIAN; ISASI, ALBERTO; AL-RAWI, MOHAMMED; RODRIGUEZ, JONATHAN; BASTOS, JOAQUIM; ELMGREN, FREDRIK; PINTO, MARC An efficient non-uniformity correction technique for side-scan sonar imagery (Artículo en actas) OCEANS 2017-Aberdeen, pp. 1–6, IEEE 2017. (Enlaces | BibTeX | Etiquetas: image processing) @inproceedings{galdran2017efficient,
title = {An efficient non-uniformity correction technique for side-scan sonar imagery},
author = {ADRIAN GALDRAN and ALBERTO ISASI and MOHAMMED AL-RAWI and JONATHAN RODRIGUEZ and JOAQUIM BASTOS and FREDRIK ELMGREN and MARC PINTO},
url = {https://ieeexplore.ieee.org/document/8084577/},
doi = {doi: 10.1109/OCEANSE.2017.8084577},
year = {2017},
date = {2017-01-01},
booktitle = {OCEANS 2017-Aberdeen},
pages = {1--6},
organization = {IEEE},
keywords = {image processing},
pubstate = {published},
tppubtype = {inproceedings}
}
|
GALDRAN, ADRIAN; VAZQUEZ-CORRAL, JAVIER; PARDO, DAVID; BERTALMÍO, MARCELO Fusion-based variational image dehazing (Artículo de revista) IEEE Signal Processing Letters, 24 (2), pp. 151–155, 2017. (Enlaces | BibTeX | Etiquetas: image processing) @article{galdran2017fusion,
title = {Fusion-based variational image dehazing},
author = {ADRIAN GALDRAN and JAVIER VAZQUEZ-CORRAL and DAVID PARDO and MARCELO BERTALMÍO},
url = {https://ieeexplore.ieee.org/document/7792620/},
year = {2017},
date = {2017-01-01},
journal = {IEEE Signal Processing Letters},
volume = {24},
number = {2},
pages = {151--155},
publisher = {IEEE},
keywords = {image processing},
pubstate = {published},
tppubtype = {article}
}
|
2016
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VAZQUEZ-CORRAL, JAVIER; ZAMIR, SYED WAQAS; GALDRAN, ADRIAN; PARDO, DAVID; BERTALMÍO, MARCELO Image processing applications through a variational perceptually-based color correction related to Retinex (Artículo de revista) Electronic Imaging, 2016 (6), pp. 1–6, 2016. (Enlaces | BibTeX | Etiquetas: image processing) @article{vazquez2016image,
title = {Image processing applications through a variational perceptually-based color correction related to Retinex},
author = {JAVIER VAZQUEZ-CORRAL and SYED WAQAS ZAMIR and ADRIAN GALDRAN and DAVID PARDO and MARCELO BERTALMÍO},
url = {http://www.dtic.upf.edu/~jvazquez/VazquezCorralEI2016.pdf},
year = {2016},
date = {2016-01-01},
journal = {Electronic Imaging},
volume = {2016},
number = {6},
pages = {1--6},
publisher = {Society for Imaging Science and Technology},
keywords = {image processing},
pubstate = {published},
tppubtype = {article}
}
|
AL-RAWI, MS; GALDRÁN, ADRIÁN; YUAN, XIN; ECKERT, MARTINA; MARTINEZ, JOSÉ-FERNÁN; ELMGREN, FREDRIK; CÜRÜKLÜ, BARAN; RODRIGUEZ, JONATHAN; BASTOS, JOAQUIM; PINTO, MARC Intensity normalization of sidescan sonar imagery (Artículo en actas) Image Processing Theory Tools and Applications (IPTA), 2016 6th International Conference on, pp. 1–6, IEEE 2016. (Enlaces | BibTeX | Etiquetas: image processing) @inproceedings{al2016intensity,
title = {Intensity normalization of sidescan sonar imagery},
author = {MS AL-RAWI and ADRIÁN GALDRÁN and XIN YUAN and MARTINA ECKERT and JOSÉ-FERNÁN MARTINEZ and FREDRIK ELMGREN and BARAN CÜRÜKLÜ and JONATHAN RODRIGUEZ and JOAQUIM BASTOS and MARC PINTO},
url = {https://ieeexplore.ieee.org/document/7820967/},
year = {2016},
date = {2016-01-01},
booktitle = {Image Processing Theory Tools and Applications (IPTA), 2016 6th International Conference on},
pages = {1--6},
organization = {IEEE},
keywords = {image processing},
pubstate = {published},
tppubtype = {inproceedings}
}
|
2015
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Bereciartua-Pérez, Arantza; Picón-Ruiz, Artzai; GALDRAN, ADRIAN; IRIONDO, PEDRO Automatic 3D model-based method for liver segmentation in MRI based on active contours and total variation minimization (Artículo de revista) Biomedical Signal Processing and Control, 20 , pp. 71–77, 2015. (Enlaces | BibTeX | Etiquetas: image processing, thermographic camera) @article{bereciartua2015automatic,
title = {Automatic 3D model-based method for liver segmentation in MRI based on active contours and total variation minimization},
author = {Arantza Bereciartua-Pérez and Artzai Picón-Ruiz and ADRIAN GALDRAN and PEDRO IRIONDO},
url = {https://computervision.tecnalia.com/wp-content/uploads/2017/02/Liquid-steel-level-measurement-at-electric-arc-furnaces-without-increasing-the-power-off-time.pdf},
year = {2015},
date = {2015-01-01},
journal = {Biomedical Signal Processing and Control},
volume = {20},
pages = {71--77},
publisher = {Elsevier},
keywords = {image processing, thermographic camera},
pubstate = {published},
tppubtype = {article}
}
|
GALDRAN, ADRIAN; PARDO, DAVID; Picón-Ruiz, Artzai; ALVAREZ-GILA, AITOR Automatic red-channel underwater image restoration (Artículo de revista) Journal of Visual Communication and Image Representation, 26 , pp. 132–145, 2015. (Enlaces | BibTeX | Etiquetas: image processing) @article{galdran2015automatic,
title = {Automatic red-channel underwater image restoration},
author = {ADRIAN GALDRAN and DAVID PARDO and Artzai Picón-Ruiz and AITOR ALVAREZ-GILA},
url = {https://computervision.tecnalia.com/wp-content/uploads/2015/02/JVCI-14-173.pdf},
year = {2015},
date = {2015-01-01},
journal = {Journal of Visual Communication and Image Representation},
volume = {26},
pages = {132--145},
publisher = {Elsevier},
keywords = {image processing},
pubstate = {published},
tppubtype = {article}
}
|
GALDRAN, ADRIAN; VAZQUEZ-CORRAL, JAVIER; PARDO, DAVID; BERTALMÍO, MARCELO Enhanced variational image dehazing (Artículo de revista) SIAM Journal on Imaging Sciences, 8 (3), pp. 1519–1546, 2015. (Enlaces | BibTeX | Etiquetas: image processing) @article{galdran2015enhanced,
title = {Enhanced variational image dehazing},
author = {ADRIAN GALDRAN and JAVIER VAZQUEZ-CORRAL and DAVID PARDO and MARCELO BERTALMÍO},
url = {https://computervision.tecnalia.com/wp-content/uploads/2015/12/VariationalDehazing_EVID_final.pdf},
year = {2015},
date = {2015-01-01},
journal = {SIAM Journal on Imaging Sciences},
volume = {8},
number = {3},
pages = {1519--1546},
publisher = {SIAM},
keywords = {image processing},
pubstate = {published},
tppubtype = {article}
}
|
GALDRÁN, ADRIÁN Visibility recovery on images acquired in attenuating media. Application to underwater, fog, and mammographic imaging (Artículo de revista) 2015. (Enlaces | BibTeX | Etiquetas: image processing) @article{galdran2015visibility,
title = {Visibility recovery on images acquired in attenuating media. Application to underwater, fog, and mammographic imaging},
author = {ADRIÁN GALDRÁN},
url = {https://computervision.tecnalia.com/wp-content/uploads/2015/12/Dissertation_adrian_galdran.pdf},
year = {2015},
date = {2015-01-01},
keywords = {image processing},
pubstate = {published},
tppubtype = {article}
}
|
2014
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O.BELAR, ; I.VICENTE, ; A.EGIA, ; L.MARÍN, ; M.CARRERA, ; G.YAÑEZ, ; I.GIL-ALDEA, ; M.ZELAYA, ; V.HUERTA, ; I.ARENAZ, ; B.VEGA, ; E.LAG, ; A.BROUCHET, ; A.VIGURI, ; B.CATÓN, ; R.RUIZ, ; J.J.AGUIRRE, ; R.REZOLA, ; P.ELORRIAGA, ; E.DEMIGUEL, ; A.SAIZ, ; S.FERNÁNDEZ, ; A.GAAFAR, ; M.SAIZ, ; R.BILBAO, ; CONSORTIUM, BIOPOOL Uso de la imagen histológica en biobancos como elemento de análisis, integración, estandarización y catalogación (Conferencia) 2014. (Enlaces | BibTeX | Etiquetas: image processing) @conference{belar2014imagen,
title = {Uso de la imagen histológica en biobancos como elemento de análisis, integración, estandarización y catalogación},
author = {O.BELAR and I.VICENTE and A.EGIA and L.MARÍN and M.CARRERA and G.YAÑEZ and I.GIL-ALDEA and M.ZELAYA and V.HUERTA and I.ARENAZ and B.VEGA and E.LAG and A.BROUCHET and A.VIGURI and B.CATÓN and R.RUIZ and J.J.AGUIRRE and R.REZOLA and P.ELORRIAGA and E.DEMIGUEL and A.SAIZ and S.FERNÁNDEZ and A.GAAFAR and M.SAIZ and R.BILBAO and BIOPOOL CONSORTIUM},
url = {https://computervision.tecnalia.com/wp-content/uploads/2014/10/BIOCLOUDBIOPOOL1.pdf},
year = {2014},
date = {2014-01-01},
keywords = {image processing},
pubstate = {published},
tppubtype = {conference}
}
|
GALDRAN, ADRIAN; VAZQUEZ-CORRAL, JAVIER; PARDO, DAVID; BERTALMÍO, MARCELO A variational framework for single image dehazing (Artículo en actas) European Conference on Computer Vision, pp. 259–270, Springer 2014. (Enlaces | BibTeX | Etiquetas: image processing) @inproceedings{galdran2014variational,
title = {A variational framework for single image dehazing},
author = {ADRIAN GALDRAN and JAVIER VAZQUEZ-CORRAL and DAVID PARDO and MARCELO BERTALMÍO},
url = {https://computervision.tecnalia.com/wp-content/uploads/2014/09/Final_Draft_ECCV2014_CPCV_Workshop.pdf},
year = {2014},
date = {2014-01-01},
booktitle = {European Conference on Computer Vision},
pages = {259--270},
organization = {Springer},
keywords = {image processing},
pubstate = {published},
tppubtype = {inproceedings}
}
|
2012
|
B.DEJONG, ; R.BILBAO, ; P.H.J.RIEGMAN, Requirements for sharing of and searching on histo-morphological aspects in digital pathology images and associates data (Presentación) 01.01.2012. (BibTeX | Etiquetas: image processing) @misc{dejong2012requirements,
title = {Requirements for sharing of and searching on histo-morphological aspects in digital pathology images and associates data},
author = {B.DEJONG and R.BILBAO and P.H.J.RIEGMAN},
year = {2012},
date = {2012-01-01},
keywords = {image processing},
pubstate = {published},
tppubtype = {presentation}
}
|
ISASI-ANDRIEU, ALBERTO; LÓPEZ-CARRERA, ÁNGEL; RUIZ-IBÁÑEZ, PILAR; ANGULO-REDONDO, IÑAKI Gazela: asesor digital de redes sociales para adolescentes (Artículo de revista) El profesional de la información, 21 (5), pp. 514–519, 2012. (Enlaces | BibTeX | Etiquetas: biometrics, cyberbulling, image processing, social network) @article{isasi2012gazela,
title = {Gazela: asesor digital de redes sociales para adolescentes},
author = {ALBERTO ISASI-ANDRIEU and ÁNGEL LÓPEZ-CARRERA and PILAR RUIZ-IBÁÑEZ and IÑAKI ANGULO-REDONDO},
url = {https://computervision.tecnalia.com/wp-content/uploads/2012/12/2012_Gazela-Asesor-digital-de-redes-sociales-para-adolescentes.pdf},
year = {2012},
date = {2012-01-01},
journal = {El profesional de la información},
volume = {21},
number = {5},
pages = {514--519},
keywords = {biometrics, cyberbulling, image processing, social network},
pubstate = {published},
tppubtype = {article}
}
|
2011
|
Garrote-Contreras, Estibaliz Algorithms for colour image processing based on neurological models (Artículo de revista) 2011. (BibTeX | Etiquetas: color, image processing) @article{garrote2011algorithms,
title = {Algorithms for colour image processing based on neurological models},
author = {Estibaliz Garrote-Contreras},
year = {2011},
date = {2011-01-01},
publisher = {Servicio Editorial de la Universidad del País Vasco/Euskal Herriko Unibertsitatearen Argitalpen Zerbitzua},
keywords = {color, image processing},
pubstate = {published},
tppubtype = {article}
}
|
Bereciartua-Pérez, Arantza; Picón-Ruiz, Artzai Localización e identificación de activos soterrados mediante georadar y procesamiento de imagen (Artículo de revista) DYNA Ingenieria e Industria, 86 (4), pp. 438–447, 2011. (Enlaces | BibTeX | Etiquetas: image processing) @article{bereciartua2011localizacion,
title = {Localización e identificación de activos soterrados mediante georadar y procesamiento de imagen},
author = {Arantza Bereciartua-Pérez and Artzai Picón-Ruiz},
url = {https://recyt.fecyt.es/index.php/DY/article/view/13667},
year = {2011},
date = {2011-01-01},
journal = {DYNA Ingenieria e Industria},
volume = {86},
number = {4},
pages = {438--447},
keywords = {image processing},
pubstate = {published},
tppubtype = {article}
}
|
2010
|
RODRIGUEZ, SERGIO; Picón-Ruiz, Artzai; Gutiérrez-Olabarria, Jose A; Bereciartua-Pérez, Arantza; IRIONDO, PEDRO Automatic slag characterization based on hyperspectral image processing (Artículo en actas) Emerging Technologies and Factory Automation (ETFA), 2010 IEEE Conference on, pp. 1–4, IEEE 2010. (Enlaces | BibTeX | Etiquetas: hyperspectral, image processing) @inproceedings{rodriguez2010automatic,
title = {Automatic slag characterization based on hyperspectral image processing},
author = {SERGIO RODRIGUEZ and Artzai Picón-Ruiz and Jose A. Gutiérrez-Olabarria and Arantza Bereciartua-Pérez and PEDRO IRIONDO},
url = {https://ieeexplore.ieee.org/document/5641225/},
year = {2010},
date = {2010-01-01},
booktitle = {Emerging Technologies and Factory Automation (ETFA), 2010 IEEE Conference on},
pages = {1--4},
organization = {IEEE},
keywords = {hyperspectral, image processing},
pubstate = {published},
tppubtype = {inproceedings}
}
|
Picón-Ruiz, Artzai; GHITA, OVIDIU; IRIONDO, PEDRO M; Bereciartua-Pérez, Arantza; WHELAN, PAUL F Automation of waste recycling using hyperspectral image analysis (Artículo en actas) Emerging Technologies and Factory Automation (ETFA), 2010 IEEE Conference on, pp. 1–4, IEEE 2010. (Enlaces | BibTeX | Etiquetas: hyperspectral, image processing) @inproceedings{picon2010automation,
title = {Automation of waste recycling using hyperspectral image analysis},
author = {Artzai Picón-Ruiz and OVIDIU GHITA and PEDRO M IRIONDO and Arantza Bereciartua-Pérez and PAUL F WHELAN},
url = {https://computervision.tecnalia.com/wp-content/uploads/2012/12/2010_AutomationofWasteRecycling.pdf},
year = {2010},
date = {2010-01-01},
booktitle = {Emerging Technologies and Factory Automation (ETFA), 2010 IEEE Conference on},
pages = {1--4},
organization = {IEEE},
keywords = {hyperspectral, image processing},
pubstate = {published},
tppubtype = {inproceedings}
}
|
RODRIGUEZ-VAAMONDE, SERGIO; VIVARACHOPASCUAL, CARLOS; PASCUAL, JUAN MANUEL Usando Firmas Artificiales en Sistemas de Adquisición y Reconocimiento Web (Artículo de revista) 2010. (Enlaces | BibTeX | Etiquetas: image processing) @article{rodriguez2010usando,
title = {Usando Firmas Artificiales en Sistemas de Adquisición y Reconocimiento Web},
author = {SERGIO RODRIGUEZ-VAAMONDE and CARLOS VIVARACHOPASCUAL and JUAN MANUEL PASCUAL},
url = {https://computervision.tecnalia.com/wp-content/uploads/2012/12/2010_UsandoFirmasArtificiales.pdf},
year = {2010},
date = {2010-01-01},
keywords = {image processing},
pubstate = {published},
tppubtype = {article}
}
|
2008
|
Bereciartua-Pérez, Arantza; BOUCHARD, CAROLE; Ç, JEAN-FRAN; FERECATU, MARIN; HOUISSA, HICHEM; GANDON, FABIENNE; LOGEROT, GUILLAUME A new semantic text-image search engine for car designers (Artículo en actas) Content-Based Multimedia Indexing, 2008. CBMI 2008. International Workshop on, pp. 584–591, IEEE 2008. (Enlaces | BibTeX | Etiquetas: automotive, image processing) @inproceedings{bereciartua2008new,
title = {A new semantic text-image search engine for car designers},
author = {Arantza Bereciartua-Pérez and CAROLE BOUCHARD and JEAN-FRAN{Ç}OIS OMHOVER and MARIN FERECATU and HICHEM HOUISSA and FABIENNE GANDON and GUILLAUME LOGEROT},
url = {https://computervision.tecnalia.com/wp-content/uploads/2012/12/2008_TRENDS-New-semantic-text-engine-for-car-designers.pdf},
year = {2008},
date = {2008-01-01},
booktitle = {Content-Based Multimedia Indexing, 2008. CBMI 2008. International Workshop on},
pages = {584--591},
organization = {IEEE},
keywords = {automotive, image processing},
pubstate = {published},
tppubtype = {inproceedings}
}
|
2004
|
Picón-Ruiz, Artzai; Garrote-Contreras, Estibaliz; Gutiérrez-Olabarria, Jose A; BUKUBILLE, EVARISTO KAHORAHO; VILLAMOR, JOSE IGNACIO LARRAURI; ANTTON, A High resolution adaptive colour printing verification system for quality control of distorted elements. (Artículo de revista) WSEAS Transactions on Circuits and Systems, 3 (10), pp. 2205–2210, 2004. (Enlaces | BibTeX | Etiquetas: color, image processing, quality control) @article{ruiz2004high,
title = {High resolution adaptive colour printing verification system for quality control of distorted elements.},
author = {Artzai Picón-Ruiz and Estibaliz Garrote-Contreras and Jose A. Gutiérrez-Olabarria and EVARISTO KAHORAHO BUKUBILLE and JOSE IGNACIO LARRAURI VILLAMOR and A ANTTON},
url = {https://computervision.tecnalia.com/wp-content/uploads/2012/12/2004_IntelligentSystem.pdf},
year = {2004},
date = {2004-01-01},
journal = {WSEAS Transactions on Circuits and Systems},
volume = {3},
number = {10},
pages = {2205--2210},
keywords = {color, image processing, quality control},
pubstate = {published},
tppubtype = {article}
}
|