Gustavo ANDRADE MIRANDA

Associate Professor

Documents

Affiliations actuelles

Systèmes Complexes et Intelligence Artificielle (SyCoIA - IMT Mines Alès)
IMT MINES ALÈS

Identifiants chercheurs

gustavo-andrade-miranda
0000-0002-6499-5655
ResearcherID : http://www.researcherid.com/rid/HNI-7290-2023

Site web

Présentation

I am an Associate Professor (Maître de Conférences) at IMT Mines Alès. My research focuses on image processing, computer vision, and deep learning, with a particular interest in extracting biomarkers from physiological and pathological data. I work on multimodal learning and the use of foundation models to support clinical decision-making, especially in oncology. A key part of my work involves improving the interpretability and explainability of AI models to make them usable in real clinical settings. My website includes further details on ongoing projects and publications - https://andrade-miranda.github.io/

Publications

	AI-driven volumetric approach for automatic chemotherapy response assessment in colorectal liver metastases Marwan Abbas , Gustavo Andrade-Miranda , Vincent Bourbonne , Vincent Jaouen , Côme Lepage et al. European Radiology, In press, ⟨10.1007/s00330-026-12610-8⟩ Article dans une revue hal-05649565v1
	GIRAFE: Glottal Imaging Dataset for Advanced Segmentation, Analysis, and Facilitative Playbacks Evaluation Gustavo Andrade-Miranda , Konstantinos Chatzipapas , Julián Arias-Londoño , Juan Godino-Llorente Data in Brief, 2025, 59, pp.111376. ⟨10.1016/j.dib.2025.111376⟩ Article dans une revue (data paper) hal-04936417v1
	Exploring learning transferability in deep segmentation of colorectal cancer liver metastases Marwan Abbas , Bogdan Badic , Gustavo Andrade-Miranda , Vincent Bourbonne , Vincent Jaouen et al. Computers in Biology and Medicine, 2025, 198 (Part A), pp.111076. ⟨10.1016/j.compbiomed.2025.111076⟩ Article dans une revue hal-05247924v1
	Towards more reliable prostate cancer detection: Incorporating clinical data and uncertainty in MRI deep learning Kamilia Taguelmimt , Gustavo Andrade-Miranda , Hussein Harb , Tran Trung Thanh , Hong-Phuong Dang et al. Computers in Biology and Medicine, 2025, 194, pp.110440. ⟨10.1016/j.compbiomed.2025.110440⟩ Article dans une revue hal-05113377v2
	Comprehensive Review of Open-Source Fundus Image Databases for Diabetic Retinopathy Diagnosis Valérian Conquer , Thomas Lambolais , Gustavo Andrade-Miranda , Baptiste Magnier Sensors, 2025, 25 (18), pp.5658. ⟨10.3390/s25185658⟩ Article dans une revue hal-05335049v1
	Exploring transformer reliability in clinically significant prostate cancer segmentation: A comprehensive in-depth investigation Gustavo Andrade-Miranda , Pedro Juan Soto Vega , Kamilia Taguelmimt , Hong-Phuong Dang , Dimitris Visvikis et al. Computerized Medical Imaging and Graphics, 2024, 118, pp.102459. ⟨10.1016/j.compmedimag.2024.102459⟩ Article dans une revue hal-04792689v1
	Investigation of Machine and Deep Learning Techniques to Detect HPV Status Efstathia Petrou , Konstantinos Chatzipapas , Panagiotis Papadimitroulas , Gustavo Andrade-Miranda , Paraskevi F Katsakiori et al. Journal of Personalized Medicine, 2024, 14 (7), pp.737. ⟨10.3390/jpm14070737⟩ Article dans une revue hal-05129070v1
	Cross-modal tumor segmentation using generative blending augmentation and self-training Guillaume Sallé , Gustavo Andrade-Miranda , Pierre-Henri Conze , Nicolas Boussion , Julien Bert et al. IEEE Transactions on Biomedical Engineering, 2024, pp.1-12. ⟨10.1109/TBME.2024.3384014⟩ Article dans une revue hal-04567729v1
	Dual-task kidney MR segmentation with Transformers in autosomal-dominant polycystic kidney disease Pierre-Henri Conze , Gustavo Andrade-Miranda , Yannick Lemeur , Emilie Cornec-Le Gall , François Rousseau Computerized Medical Imaging and Graphics, 2024, 113 (April), pp.102349. ⟨10.1016/j.compmedimag.2024.102349⟩ Article dans une revue hal-04439964v1
	Automated PD-L1 status prediction in lung cancer with multi-modal PET/CT fusion Ronrick Da-Ano , Gustavo Andrade-Miranda , Olena Tankyevych , Dimitris Visvikis , Pierre-Henri Conze et al. Scientific Reports, 2024, 14, pp.16720. ⟨10.1038/s41598-024-66487-y⟩ Article dans une revue hal-04631285v1
	Current and emerging trends in medical image segmentation with deep learning Pierre-Henri Conze , Gustavo Andrade-Miranda , Vivek Kumar Singh , Vincent Jaouen , Dimitris Visvikis IEEE Transactions on Radiation and Plasma Medical Sciences, 2023, 7 (6), pp.545-569. ⟨10.1109/TRPMS.2023.3265863⟩ Article dans une revue hal-04075794v2
	Multi-modal medical Transformers: A meta-analysis for medical image segmentation in oncology Gustavo Andrade-Miranda , Vincent Jaouen , Olena Tankyevych , Catherine Cheze Le Rest , Dimitris Visvikis et al. Computerized Medical Imaging and Graphics, 2023, 110, pp.102308. ⟨10.1016/j.compmedimag.2023.102308⟩ Article dans une revue hal-04266909v1
	Laryngeal Image Processing of Vocal Folds Motion Gustavo Andrade-Miranda , Yannis Stylianou , Dimitar Deliyski , Juan Ignacio Godino-Llorente , Nathalie Henrich Bernardoni Applied Sciences, 2020, 10 (5), pp.1556. ⟨10.3390/app10051556⟩ Article dans une revue hal-03077539v1
	Glottal Gap tracking by a continuous background modeling using inpainting Gustavo Andrade-Miranda , Juan Ignacio Godino-Llorente Medical and Biological Engineering and Computing, 2017, 55 (12), pp.2123-2141. ⟨10.1007/s11517-017-1652-8⟩ Article dans une revue hal-05129045v1
	Synthesizing the motion of the vocal folds using optical flow based techniques Gustavo Andrade-Miranda , Nathalie Henrich Bernardoni , Juan I. Godino-Llorente Biomedical Signal Processing and Control, 2017, 34, pp.25 - 35. ⟨10.1016/j.bspc.2017.01.002⟩ Article dans une revue istex hal-01436085v1
	An automatic method to detect and track the glottal gap from high speed videoendoscopic images Gustavo Andrade-Miranda , Juan Godino-Llorente , Laureano Moro-Velázquez , Jorge Andrés Gómez-García BioMedical Engineering OnLine, 2015, 14 (1), pp.100. ⟨10.1186/s12938-015-0096-3⟩ Article dans une revue hal-05129023v1
	Modulation Spectra Morphological Parameters: A New Method to Assess Voice Pathologies according to the GRBAS Scale Laureano Moro-Velázquez , Jorge Andrés Gómez-García , Juan Ignacio Godino-Llorente , Gustavo Andrade-Miranda BioMed Research International , 2015, 2015, pp.1 - 13. ⟨10.1155/2015/259239⟩ Article dans une revue hal-05129038v1

	Temporally Consistent and Controllable Video Generation of 2D Cine CMR via Latent Space Motion Modeling Yiheng Cao , Gustavo Andrade-Miranda , Jiatian Zhang , Guillaume Sallé , Xin Gao ISBI 2026 - IEEE International Symposium on Biomedical Imaging, Apr 2026, London, United Kingdom. pp.1-4, ⟨10.1109/ISBI61048.2026.11515893⟩ Communication dans un congrès hal-05558722v1
	MRI-WSI registration for spatially consistency in multimodal ovarian cancer analysis C Estoup-Streiff , M Pelissier-Combescure , G Andrade-Miranda , S Nougaret , M Verdier et al. RFIAP 2026 - Reconnaissance des Formes, Image, Apprentissage et Perception, SSFAM (Société Savante Française d'Apprentissage Machine) and AFRIF (Association Française pour la Reconnaissance et l'Interprétation des Formes), Jul 2026, Montpellier, France Communication dans un congrès hal-05658830v1
	PI-RADS inspired architecture: A new deep learning approach to detect clinically significant prostate cancer on MRI Kamilia Taguelmimt , Hong-Phuong Dang , Gustavo Andrade-Miranda , Dimitris Visvikis , Bernard Malavaud et al. IEEE International Symposium on Biomedical Imaging, Apr 2025, Houston, United States. ⟨10.1109/ISBI60581.2025.10980749⟩ Communication dans un congrès hal-04934805v1
	Advancing treatment response assessment of hepatic metastases using AI-driven volumetric analysis Marwan Abbas , Gustavo Andrade-Miranda , Vincent Bourbonne , Vincent Jaouen , Julien Bert et al. ISBI 2025: IEEE 22nd International Symposium on Biomedical Imaging, Apr 2025, Houston, United States. ⟨10.1109/ISBI60581.2025.10981055⟩ Communication dans un congrès hal-04925751v1
	Instance-aware deep learning for liver metastasis segmentation Marwan Abbas , Gustavo Andrade-Miranda , Vincent Jaouen , Vincent Bourbonne , Julien Bert et al. ISBI 2025: IEEE 22nd International Symposium on Biomedical Imaging, Apr 2025, Houston, United States. ⟨10.1109/ISBI60581.2025.10980698⟩ Communication dans un congrès hal-04925745v1
	Optimal Prompting in SAM for Few-Shot and Weakly Supervised Medical Image Segmentation Lara Siblini , Gustavo Andrade-Miranda , Kamilia Taguelmimt , Dimitris Visvikis , Julien Bert Workshop MICCAI, Foundation Models for General Medical AI, Oct 2024, Maroco, France. pp.103-112, ⟨10.1007/978-3-031-73471-7_11⟩ Communication dans un congrès hal-04941934v1
	Deep-Sea Fauna Segmentation: A Comparative Analysis of Convolutional and Vision Transformer Architectures at Lucky Strike Vent Field Pedro Soto Vega , Gustavo Andrade-Miranda , Gilson da Costa , Panagiotis Papadakis , Marjolaine Matabos et al. ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences, Nov 2024, Belém, Brazil. pp.387-395, ⟨10.5194/isprs-annals-X-3-2024-387-2024⟩ Communication dans un congrès hal-04772781v1
	Assessing the Generalization Capacity of Convolutional Neural Networks and Vision Transformers for Deforestation Detection in Tropical Biomes Pedro J Soto Vega , Daliana Lobo Torres , Gustavo X Andrade-Miranda , Gilson a O P da Costa , Raul Queiroz Feitosa ISPRS Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences, Nov 2024, Belem, Brazil. pp.519 - 525, ⟨10.5194/isprs-archives-xlviii-3-2024-519-2024⟩ Communication dans un congrès hal-04773102v1
	Multi-modal PET/CT fusion for automated PD-L1 status prediction in lung cancer Ronrick Da-Ano , Olena Tankyevych , Gustavo Andrade-Miranda , Pierre-Henri Conze , Catherine Cheze Le Rest et al. ISBI 2024: IEEE International Symposium on Biomedical Imaging, May 2024, Athens, Greece. ⟨10.1109/ISBI56570.2024.10635750⟩ Communication dans un congrès hal-04454064v1
	Prediction of Acute Pulmonary Toxicity Events with 3D Convolutional Neural Networks from Radiotherapy Dose Maps Pedro Juan Soto Vega , Vincent Bourbonne , Wistan Marchadour , Gustavo Andrade-Miranda , Francois Lucia et al. ICCR 2024: XXth International Conference on the use of Computers in Radiation therapy, Jul 2024, Lyon, France Communication dans un congrès hal-04655207v1
	Learning transferability in deep segmentation of liver metastases Marwan Abbas , Gustavo Andrade-Miranda , Vincent Bourbonne , Dimitris Visvikis , Bogdan Badic et al. ISBI 2024: IEEE International Symposium on Biomedical Imaging, May 2024, Athens, Greece. ⟨10.1109/ISBI56570.2024.10635479⟩ Communication dans un congrès hal-04454053v1
	Pure versus hybrid Transformers for multi-modal brain tumor segmentation: a comparative study Gustavo Andrade-Miranda , Vincent Jaouen , Vincent Bourbonne , François Lucia , Dimitris Visvikis et al. IEEE International Conference on Image Processing, Oct 2022, Bordeaux, France. ⟨10.1109/ICIP46576.2022.9897658⟩ Communication dans un congrès hal-03706627v1
	Comparing modern segmentation architectures under low data regime for PET-CT tumor segmentation Gustavo Andrade-Miranda , Vincent Jaouen , Dimitris Visvikis , Pierre-Henri Conze NSM MIC 2022: IEEE Nuclear science symposium and medical imaging conference, Nov 2022, Milan, Italy Communication dans un congrès hal-04040739v1
	Optical-flow kymograms and glottovibrograms : a new way to present highspeed data for laryngeal assessment Gustavo Andrade-Miranda , Nathalie Henrich Bernardoni , Juan Ignacio Godino-Llorente MAVEBA 2015 - 9th International Workshop on Models and Analysis of Vocal Emissions for Biomedical Applications, Sep 2015, Florence, Italy. ⟨10.36253/978-88-6655-793-7⟩ Communication dans un congrès hal-01249146v1
	A new technique for assessing glottal dynamics in speech and singing by means of optical-flow computation Gustavo Andrade-Miranda , Nathalie Henrich Bernardoni , Juan Ignacio Godino-Llorente Interspeech 2015 - 16th Annual Conference of the International Speech Communication Association, Sep 2015, Dresden, Germany Communication dans un congrès hal-01249206v1
	Automatic glottal tracking from high-speed digital images using a continuous normalized cross correlation Gustavo Andrade-Miranda , Juan Ignacio Godino-Llorente Interspeech 2013, Aug 2013, Lyon, France. pp.1144-1148, ⟨10.21437/Interspeech.2013-312⟩ Communication dans un congrès hal-05525703v1

	Improving Spatial Coherence in Multimodal Ovarian Cancer Data via MRI–WSI Registration Chad Estoup-Streiff , M Verdier , M Tardieu , M Cardoso , L Khellaf et al. IABM 2026 - Colloque Français d'Intelligence Artificielle en Imagerie Biomédicale, Mar 2026, Lyon, France. 2026 Poster de conférence hal-05581943v1
	PI-RADS Net: Une nouvelle méthode d’apprentissage profond pour la détection du cancer de la prostate cliniquement significatif à l'IRM Kamilia Taguelmimt , Hong-Phuong Dang , Gustavo Andrade-Miranda , Dimitris Visvikis , Bernard Malavaud et al. Colloque Français d'Intelligence Artificielle en Imagerie Biomédicale (IABM), Mar 2025, Nice, France Poster de conférence hal-04992304v1
	Évaluation de la fiabilité des architectures basées sur les Transformers pour la segmentation du cancer de la prostate : une analyse rigoureuse et exhaustive Gustavo Andrade-Miranda , Pedro Juan Soto Vega , Kamilia Taguelmimt , Hong-Phuong Dang , Dimitris Visvikis et al. Colloque Français d'Intelligence Artificielle en Imagerie Biomédicale (IABM), Mar 2025, Nice, France Poster de conférence hal-04988714v1
	Characterizing vocal-fold dynamics in singing vocal modes from Complete Vocal Technique using high-speed laryngeal imaging and electroglottographic analysis Mari Leppävuori , Gustavo Andrade-Miranda , Nathalie Henrich Bernardoni , Anne-Maria Laukkanen , Ahmed Geneid PEVOC 2019 - 13th Pan-European Voice Conference, Aug 2019, Copenhagen, Denmark Poster de conférence hal-02301637v1

	Vocal Folds Dynamics by Means of Optical Flow Techniques: A Review of the Methods Gustavo Andrade-Miranda , Nathalie Henrich Bernardoni , Juan Ignacio Godino-Llorente , Henry Cruz Advances in Signal Processing: Reviews, 2018, ‎ 978-8409043293 Chapitre d'ouvrage hal-01969204v1

	Analyzing of the vocal fold dynamics using laryngeal videos Gustavo Andrade-Miranda Signal and Image Processing. Universidad Politécnica de Madrid, 2017. English. ⟨NNT : ⟩ Thèse tel-01585708v1

	GIRAFE: Glottal Imaging Dataset for Advanced Segmentation, Analysis, and Facilitative Playbacks Evaluation (1.0) Andrade-Miranda, Gustavo Xavier , Godino Llorente, Juan Ignacio , Julian D., Arias-Londoño Dataset 10.5281/zenodo.3366147

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Gustavo ANDRADE MIRANDA

Présentation

Publications

Publications

AI-driven volumetric approach for automatic chemotherapy response assessment in colorectal liver metastases

GIRAFE: Glottal Imaging Dataset for Advanced Segmentation, Analysis, and Facilitative Playbacks Evaluation

Exploring learning transferability in deep segmentation of colorectal cancer liver metastases

Towards more reliable prostate cancer detection: Incorporating clinical data and uncertainty in MRI deep learning

Comprehensive Review of Open-Source Fundus Image Databases for Diabetic Retinopathy Diagnosis

Exploring transformer reliability in clinically significant prostate cancer segmentation: A comprehensive in-depth investigation

Investigation of Machine and Deep Learning Techniques to Detect HPV Status

Cross-modal tumor segmentation using generative blending augmentation and self-training

Dual-task kidney MR segmentation with Transformers in autosomal-dominant polycystic kidney disease

Automated PD-L1 status prediction in lung cancer with multi-modal PET/CT fusion

Current and emerging trends in medical image segmentation with deep learning

Multi-modal medical Transformers: A meta-analysis for medical image segmentation in oncology

Laryngeal Image Processing of Vocal Folds Motion

Glottal Gap tracking by a continuous background modeling using inpainting

Synthesizing the motion of the vocal folds using optical flow based techniques

An automatic method to detect and track the glottal gap from high speed videoendoscopic images

Modulation Spectra Morphological Parameters: A New Method to Assess Voice Pathologies according to the GRBAS Scale

Temporally Consistent and Controllable Video Generation of 2D Cine CMR via Latent Space Motion Modeling

MRI-WSI registration for spatially consistency in multimodal ovarian cancer analysis

PI-RADS inspired architecture: A new deep learning approach to detect clinically significant prostate cancer on MRI

Advancing treatment response assessment of hepatic metastases using AI-driven volumetric analysis

Instance-aware deep learning for liver metastasis segmentation

Optimal Prompting in SAM for Few-Shot and Weakly Supervised Medical Image Segmentation

Deep-Sea Fauna Segmentation: A Comparative Analysis of Convolutional and Vision Transformer Architectures at Lucky Strike Vent Field

Assessing the Generalization Capacity of Convolutional Neural Networks and Vision Transformers for Deforestation Detection in Tropical Biomes

Multi-modal PET/CT fusion for automated PD-L1 status prediction in lung cancer

Prediction of Acute Pulmonary Toxicity Events with 3D Convolutional Neural Networks from Radiotherapy Dose Maps

Learning transferability in deep segmentation of liver metastases

Pure versus hybrid Transformers for multi-modal brain tumor segmentation: a comparative study

Comparing modern segmentation architectures under low data regime for PET-CT tumor segmentation

Optical-flow kymograms and glottovibrograms : a new way to present highspeed data for laryngeal assessment

A new technique for assessing glottal dynamics in speech and singing by means of optical-flow computation

Automatic glottal tracking from high-speed digital images using a continuous normalized cross correlation

Improving Spatial Coherence in Multimodal Ovarian Cancer Data via MRI–WSI Registration

PI-RADS Net: Une nouvelle méthode d’apprentissage profond pour la détection du cancer de la prostate cliniquement significatif à l'IRM

Évaluation de la fiabilité des architectures basées sur les Transformers pour la segmentation du cancer de la prostate : une analyse rigoureuse et exhaustive

Characterizing vocal-fold dynamics in singing vocal modes from Complete Vocal Technique using high-speed laryngeal imaging and electroglottographic analysis

Vocal Folds Dynamics by Means of Optical Flow Techniques: A Review of the Methods

Analyzing of the vocal fold dynamics using laryngeal videos

GIRAFE: Glottal Imaging Dataset for Advanced Segmentation, Analysis, and Facilitative Playbacks Evaluation (1.0)