Gustavo ANDRADE MIRANDA

Associate Professor
32
Documents
Affiliation actuelle
  • IMT - MINES ALES (IMT - MINES ALES)
Identifiants chercheurs

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

10
8
3
3
2
2
1
1
1
1
4
3
3
3
3
3
3
2
2
2
2
2
2
2
2
2
2
2
2
2
2
2
2
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
8
10
2
2
1
1
1
3
4
19
4
3
2
1
1
1
1
1
1

Publications

Image document

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-04936417 v1
Image document

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-05113377 v2
Image document

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-04792689 v1
Image document

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-05129070 v1
Image document

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-04567729 v1
Image document

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-04631285 v1
Image document

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-04439964 v1
Image document

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-04075794 v2
Image document

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-04266909 v1
Image document

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-03077539 v1

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-05129045 v1

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-01436085 v1
Image document

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-05129023 v1
Image document

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-05129038 v1
Image document

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-04934805 v1

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.
IEEE International Symposium on Biomedical Imaging, Apr 2025, Houston, United States
Communication dans un congrès hal-04925751 v1

Instance-aware deep learning for liver metastasis segmentation

Marwan Abbas , Gustavo Andrade-Miranda , Vincent Jaouen , Vincent Bourbonne , Julien Bert et al.
IEEE International Symposium on Biomedical Imaging, Apr 2025, Houston, United States
Communication dans un congrès hal-04925745 v1

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-04941934 v1
Image document

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-04773102 v1

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-04454064 v1
Image document

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-04772781 v1

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-04454053 v1
Image document

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-04655207 v1
Image document

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-04040739 v1
Image document

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-03706627 v1

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-01249206 v1

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, 9th INTERNATIONAL WORKSHOP, Aug 2015, Florence, Italy
Communication dans un congrès hal-01249146 v1
Image document

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-01585708 v1