Publications (106) IGNACIO ARGANDA CARRERAS publications View referenced research data.

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2025

  1. Enhancing Generalization and Mitigating Overfitting in Deep Learning for Brain Cancer Diagnosis from MRI

    Applied Magnetic Resonance, Vol. 56, Núm. 3, pp. 359-394

2024

  1. A deep learning method that identifies cellular heterogeneity using nanoscale nuclear features

    Nature Machine Intelligence, Vol. 6, Núm. 9, pp. 1021-1033

  2. Analysis of Point Cloud Domain Gap Effects for 3D Object Detection Evaluation

    Proceedings of the International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications

  3. Automatic mapping of aquaculture activity in the Atlantic Ocean

    International Journal of Applied Earth Observation and Geoinformation, Vol. 132

  4. DL4MicEverywhere: deep learning for microscopy made flexible, shareable and reproducible

    Nature methods

  5. Data and Label Graph Fusion for Semi-supervised Learning: Application to Image Categorization

    IS and T International Symposium on Electronic Imaging Science and Technology

  6. Enhancing MRI brain tumor classification: A comprehensive approach integrating real-life scenario simulation and augmentation techniques

    Physica Medica, Vol. 127

  7. Learning Gaze-aware Compositional GAN from Limited Annotations

    Proceedings of the ACM on Computer Graphics and Interactive Techniques, Vol. 7, Núm. 2

  8. Multi-Level XAI-Driven MLOps Pipeline for the Adjustment of Fruit and Vegetable Classifiers

    International IEEE Conference proceedings, IS

  9. Naturalize Revolution: Unprecedented AI-Driven Precision in Skin Cancer Classification Using Deep Learning

    BioMedInformatics, Vol. 4, Núm. 1, pp. 638-660

  10. Revolutionizing Skin Cancer Diagnosis: Unleashing AI Precision Through Deep Learning

    Communications in Computer and Information Science

  11. Self-supervised Vision Transformers for image-to-image labeling: a BiaPy solution to the LightMyCells Challenge

    Proceedings - International Symposium on Biomedical Imaging

  12. Towards Self-Conscious AI Using Deep ImageNet Models: Application for Blood Cell Classification

    Machine Learning and Knowledge Extraction, Vol. 6, Núm. 4, pp. 2400-2421

  13. Transformer-based fall detection in videos

    Engineering Applications of Artificial Intelligence, Vol. 132

2023

  1. 3D Domain Adaptive Instance Segmentation via Cyclic Segmentation GANs

    IEEE Journal of Biomedical and Health Informatics, Vol. 27, Núm. 8, pp. 4018-4027

  2. BiaPy: a ready-to-use library for Bioimage Analysis Pipelines

    Proceedings - International Symposium on Biomedical Imaging

  3. Blood Cell Revolution: Unveiling 11 Distinct Types with ‘Naturalize’ Augmentation

    Algorithms, Vol. 16, Núm. 12

  4. CartoCell, a high-content pipeline for 3D image analysis, unveils cell morphology patterns in epithelia

    Cell Reports Methods, Vol. 3, Núm. 10

  5. Current Progress and Challenges in Large-Scale 3D Mitochondria Instance Segmentation

    IEEE Transactions on Medical Imaging, Vol. 42, Núm. 12, pp. 3956-3971

  6. Folded: A toolkit to describe mammalian herbivore dentition from 2D images

    Methods in Ecology and Evolution, Vol. 14, Núm. 2, pp. 556-568