Gustavo ANDRADE MIRANDA

Associate Professor
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Documents
Affiliations actuelles
  • Systèmes Complexes et Intelligence Artificielle (SyCoIA - IMT Mines Alès)
  • IMT MINES ALÈS

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/


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Publications

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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
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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, pp.111376. ⟨10.1016/j.dib.2025.111376⟩

Article dans une revue (data paper) hal-04936417v1
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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
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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
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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
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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
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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
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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
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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
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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
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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
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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

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 hal-01436085v1

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
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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
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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

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
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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
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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
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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

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
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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
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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
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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

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
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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
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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