Julio Silva-Rodríguez

64 papers A* 2A 1B 1C 1Journal 44Unranked 15

Year	Rank	Type	Title / Venue / Authors
2026	J	`jnl`	Are foundation models for computer vision good conformal predictors? Trans. Mach. Learn. Res. Leo Fillioux, Julio Silva-Rodríguez, Ismail Ben Ayed, Paul-Henry Cournède, Maria Vakalopoulou, Stergios Christodoulidis, Jose Dolz
2026	J	`jnl`	Class Adaptive Conformal Training. CoRR Badr-Eddine Marani, Julio Silva-Rodríguez, Ismail Ben Ayed, Maria Vakalopoulou, Stergios Christodoulidis, Jose Dolz
2026	J	`jnl`	Semi-Supervised Few-Shot Adaptation of Vision-Language Models. CoRR Julio Silva-Rodríguez, Ender Konukoglu
2025	J	`jnl`	A Foundation Language-Image Model of the Retina (FLAIR): encoding expert knowledge in text supervision. Medical Image Anal. Julio Silva-Rodríguez, Hadi Chakor, Riadh Kobbi, Jose Dolz, Ismail Ben Ayed
2025	—	`conf`	A Reality Check of Vision-Language Pre-training in Radiology: Have We Progressed Using Text? IPMI (2) Julio Silva-Rodríguez, Jose Dolz, Ismail Ben Ayed
2025	J	`jnl`	A Reality Check of Vision-Language Pre-training in Radiology: Have We Progressed Using Text? CoRR Julio Silva-Rodríguez, Jose Dolz, Ismail Ben Ayed
2025	A*	`conf`	Conformal Prediction for Zero-Shot Models. CVPR Julio Silva-Rodríguez, Ismail Ben Ayed, Jose Dolz
2025	J	`jnl`	Conformal Prediction for Zero-Shot Models. CoRR Julio Silva-Rodríguez, Ismail Ben Ayed, Jose Dolz
2025	—	`conf`	Few-Shot, Now for Real: Medical VLMs Adaptation Without Balanced Sets or Validation. MICCAI (7) Julio Silva-Rodríguez, Fereshteh Shakeri, Houda Bahig, Jose Dolz, Ismail Ben Ayed
2025	J	`jnl`	Few-Shot, Now for Real: Medical VLMs Adaptation without Balanced Sets or Validation. CoRR Julio Silva-Rodríguez, Fereshteh Shakeri, Houda Bahig, Jose Dolz, Ismail Ben Ayed
2025	—	`conf`	Full Conformal Adaptation of Medical Vision-Language Models. IPMI (2) Julio Silva-Rodríguez, Leo Fillioux, Paul-Henry Cournède, Maria Vakalopoulou, Stergios Christodoulidis, Ismail Ben Ayed, Jose Dolz
2025	J	`jnl`	Full Conformal Adaptation of Medical Vision-Language Models. CoRR Julio Silva-Rodríguez, Leo Fillioux, Paul-Henry Cournède, Maria Vakalopoulou, Stergios Christodoulidis, Ismail Ben Ayed, Jose Dolz
2025	J	`jnl`	HRDC challenge: a public benchmark for hypertension and hypertensive retinopathy classification from fundus images. Vis. Comput. Bo Qian, Xiangning Wang, Zhouyu Guan, Dawei Yang, An-ran Ran, Tingyao Li, Zheyuan Wang, Yang Wen, Xinming Shu, Jinyang Xie, Shichang Liu, Guanyu Xing, Julio Silva-Rodríguez, Riadh Kobbi, Ping Li, Tingli Chen, Lei Bi, Jinman Kim, Weiping Jia, Huating Li, Jing Qin, Ping Zhang, Ching-Yu Cheng, Pheng-Ann Heng, Tien Yin Wong, Carol Y. Cheung, Yih-Chung Tham, Nadia Magnenat-Thalmann, Bin Sheng
2025	J	`jnl`	HistoColAi: An open-source web platform for collaborative digital histology image annotation with AI-driven predictive integration. Comput. Methods Programs Biomed. Cristian Camilo Pulgarín-Ospina, Rocío del Amor, Julio Silva-Rodríguez, Adrián Colomer, Valery Naranjo
2025	—	`conf`	Regularized Low-Rank Adaptation for Few-Shot Organ Segmentation. MICCAI (7) Ghassen Baklouti, Julio Silva-Rodríguez, Jose Dolz, Houda Bahig, Ismail Ben Ayed
2025	J	`jnl`	Regularized Low-Rank Adaptation for Few-Shot Organ Segmentation. CoRR Ghassen Baklouti, Julio Silva-Rodríguez, Jose Dolz, Houda Bahig, Ismail Ben Ayed
2025	—	`conf`	Test-Time Adaptation of Medical Vision-Language Models. MedAGI Fereshteh Shakeri, Ghassen Baklouti, Julio Silva-Rodríguez, Maxime Zanella, Houda Bahig, Jose Dolz, Ismail Ben Ayed
2025	J	`jnl`	Towards Foundation Models and Few-Shot Parameter-Efficient Fine-Tuning for Volumetric Organ Segmentation. Medical Image Anal. Julio Silva-Rodríguez, Jose Dolz, Ismail Ben Ayed
2025	—	`conf`	Trustworthy Few-Shot Transfer of Medical VLMs Through Split Conformal Prediction. MICCAI (7) Julio Silva-Rodríguez, Ismail Ben Ayed, Jose Dolz
2025	J	`jnl`	Trustworthy Few-Shot Transfer of Medical VLMs through Split Conformal Prediction. CoRR Julio Silva-Rodríguez, Ismail Ben Ayed, Jose Dolz
2025	J	`jnl`	ViLU: Learning Vision-Language Uncertainties for Failure Prediction. CoRR Marc Lafon, Yannis Karmim, Julio Silva-Rodríguez, Paul Couairon, Clément Rambour, Raphaël Fournier-S'niehotta, Ismail Ben Ayed, Jose Dolz, Nicolas Thome
2024	A*	`conf`	A Closer Look at the Few-Shot Adaptation of Large Vision-Language Models. CVPR Julio Silva-Rodríguez, Sina Hajimiri, Ismail Ben Ayed, Jose Dolz
2024	J	`jnl`	Are foundation models for computer vision good conformal predictors? CoRR Leo Fillioux, Julio Silva-Rodríguez, Ismail Ben Ayed, Paul-Henry Cournède, Maria Vakalopoulou, Stergios Christodoulidis, Jose Dolz
2024	J	`jnl`	Attention to detail: inter-resolution knowledge distillation. CoRR Rocío del Amor, Julio Silva-Rodríguez, Adrián Colomer, Valery Naranjo
2024	—	`conf`	Class and Region-Adaptive Constraints for Network Calibration. MICCAI (8) Balamurali Murugesan, Julio Silva-Rodríguez, Ismail Ben Ayed, Jose Dolz
2024	J	`jnl`	Class and Region-Adaptive Constraints for Network Calibration. CoRR Balamurali Murugesan, Julio Silva-Rodríguez, Ismail Ben Ayed, Jose Dolz
2024	J	`jnl`	Exploring the Transferability of a Foundation Model for Fundus Images: Application to Hypertensive Retinopathy. CoRR Julio Silva-Rodríguez, Jihed Chelbi, Waziha Kabir, Hadi Chakor, Jose Dolz, Ismail Ben Ayed, Riadh Kobbi
2024	—	`conf`	Few-Shot Adaptation of Medical Vision-Language Models. MICCAI (12) Fereshteh Shakeri, Yunshi Huang, Julio Silva-Rodríguez, Houda Bahig, An Tang, Jose Dolz, Ismail Ben Ayed
2024	J	`jnl`	Few-shot Adaptation of Medical Vision-Language Models. CoRR Fereshteh Shakeri, Yunshi Huang, Julio Silva-Rodríguez, Houda Bahig, An Tang, Jose Dolz, Ismail Ben Ayed
2024	—	`conf`	Robust Calibration of Large Vision-Language Adapters. ECCV (24) Balamurali Murugesan, Julio Silva-Rodríguez, Ismail Ben Ayed, Jose Dolz
2024	J	`jnl`	Robust Calibration of Large Vision-Language Adapters. CoRR Balamurali Murugesan, Julio Silva-Rodríguez, Ismail Ben Ayed, Jose Dolz
2024	J	`jnl`	Self-Contrastive Weakly Supervised Learning Framework for Prognostic Prediction Using Whole Slide Images. CoRR Saul Fuster, Farbod Khoraminia, Julio Silva-Rodríguez, Umay Kiraz, Geert J. L. H. van Leenders, Trygve Eftestøl, Valery Naranjo, Emiel A. M. Janssen, Tahlita C. M. Zuiverloon, Kjersti Engan
2024	J	`jnl`	Uninformed Teacher-Student for hard-samples distillation in weakly supervised mitosis localization. Comput. Medical Imaging Graph. Claudio Fernandez-Martín, Julio Silva-Rodríguez, Umay Kiraz, Sandra Morales, Emiel A. M. Janssen, Valery Naranjo
2024	J	`jnl`	Words Matter: Leveraging Individual Text Embeddings for Code Generation in CLIP Test-Time Adaptation. CoRR Shambhavi Mishra, Julio Silva-Rodríguez, Ismail Ben Ayed, Marco Pedersoli, Jose Dolz
2023	J	`jnl`	A Closer Look at the Few-Shot Adaptation of Large Vision-Language Models. CoRR Julio Silva-Rodríguez, Sina Hajimiri, Ismail Ben Ayed, Jose Dolz
2023	J	`jnl`	A Foundation LAnguage-Image model of the Retina (FLAIR): Encoding expert knowledge in text supervision. CoRR Julio Silva-Rodríguez, Hadi Chakor, Riadh Kobbi, Jose Dolz, Ismail Ben Ayed
2023	—	`conf`	Attention to Detail: Inter-Resolution Knowledge Distillation. EUSIPCO Rocío del Amor, Julio Silva-Rodríguez, Adrián Colomer, Valery Naranjo
2023	—	`conf`	Exploring the Transferability of a Foundation Model for Fundus Images: Application to Hypertensive Retinopathy. CGI (3) Julio Silva-Rodríguez, Jihed Chelbi, Waziha Kabir, Hadi Chakor, Jose Dolz, Ismail Ben Ayed, Riadh Kobbi
2023	J	`jnl`	HistoColAi: An Open-Source Web Platform for Collaborative Digital Histology Image Annotation with AI-Driven Predictive Integration. CoRR Cristian Camilo Pulgarín-Ospina, Rocío del Amor, Adrián Colomer, Julio Silva-Rodríguez, Valery Naranjo
2023	J	`jnl`	Labeling confidence for uncertainty-aware histology image classification. Comput. Medical Imaging Graph. Rocío del Amor, Julio Silva-Rodríguez, Valery Naranjo
2023	—	`conf`	Towards Foundation Models and Few-Shot Parameter-Efficient Fine-Tuning for Volumetric Organ Segmentation. ISIC/Care-AI/MedAGI/DeCaF@MICCAI Julio Silva-Rodríguez, Jose Dolz, Ismail Ben Ayed
2023	J	`jnl`	Transductive few-shot adapters for medical image segmentation. CoRR Julio Silva-Rodríguez, Jose Dolz, Ismail Ben Ayed
2022	C	`conf`	Challenging Mitosis Detection Algorithms: Global Labels Allow Centroid Localization. IDEAL Claudio Fernandez-Martín, Umay Kiraz, Julio Silva-Rodríguez, Sandra Morales, Emiel A. M. Janssen, Valery Naranjo
2022	J	`jnl`	Challenging mitosis detection algorithms: Global labels allow centroid localization. CoRR Claudio Fernandez-Martín, Umay Kiraz, Julio Silva-Rodríguez, Sandra Morales, Emiel A. M. Janssen, Valery Naranjo
2022	—	`conf`	Conditional Generative Adversarial Networks for Acoustic Echo Cancellation. EUSIPCO Fran Pastor-Naranjo, Rocío del Amor, Julio Silva-Rodríguez, Miguel Ferrer, Gema Piñero, Valery Naranjo
2022	J	`jnl`	Constrained unsupervised anomaly segmentation. CoRR Julio Silva-Rodríguez, Valery Naranjo, Jose Dolz
2022	J	`jnl`	Constrained unsupervised anomaly segmentation. Medical Image Anal. Julio Silva-Rodríguez, Valery Naranjo, Jose Dolz
2022	J	`jnl`	Efficient Cancer Classification by Coupling Semi Supervised and Multiple Instance Learning. IEEE Access Arne Schmidt, Julio Silva-Rodríguez, Rafael Molina, Valery Naranjo
2022	J	`jnl`	Proportion constrained weakly supervised histopathology image classification. Comput. Biol. Medicine Julio Silva-Rodríguez, Arne Schmidt, María Á. Sales, Rafael Molina, Valery Naranjo
2022	J	`jnl`	Supervised contrastive learning-guided prototypes on axle-box accelerations for railway crossing inspections. Expert Syst. Appl. Julio Silva-Rodríguez, Pablo Salvador, Valery Naranjo, Ricardo Insa
2021	J	`jnl`	Acoustic Echo Cancellation using Residual U-Nets. CoRR Julio Silva-Rodríguez, Manuel F. Dolz, Miguel Ferrer, Adrián Castelló, Valery Naranjo, Gema Piñero
2021	J	`jnl`	Going Deeper through the Gleason Scoring Scale: An Automatic end-to-end System for Histology Prostate Grading and Cribriform Pattern Detection. CoRR Julio Silva-Rodríguez, Adrián Colomer, María Á. Sales, Rafael Molina, Valery Naranjo
2021	A	`conf`	Looking at the whole picture: constrained unsupervised anomaly segmentation. BMVC Julio Silva-Rodríguez, Valery Naranjo, Jose Dolz
2021	J	`jnl`	Looking at the whole picture: constrained unsupervised anomaly segmentation. CoRR Julio Silva-Rodríguez, Valery Naranjo, Jose Dolz
2021	J	`jnl`	Prostate Gland Segmentation in Histology Images via Residual and Multi-Resolution U-Net. CoRR Julio Silva-Rodríguez, Elena Payá-Bosch, Gabriel García, Adrián Colomer, Valery Naranjo
2021	J	`jnl`	Self-Learning for Weakly Supervised Gleason Grading of Local Patterns. IEEE J. Biomed. Health Informatics Julio Silva-Rodríguez, Adrián Colomer, Jose Dolz, Valery Naranjo
2021	J	`jnl`	Self-learning for weakly supervised Gleason grading of local patterns. CoRR Julio Silva-Rodríguez, Adrián Colomer, José Dolz, Valery Naranjo
2021	J	`jnl`	WeGleNet: A Weakly-Supervised Convolutional Neural Network for the Semantic Segmentation of Gleason Grades in Prostate Histology Images. CoRR Julio Silva-Rodríguez, Adrián Colomer, Valery Naranjo
2021	J	`jnl`	WeGleNet: A weakly-supervised convolutional neural network for the semantic segmentation of Gleason grades in prostate histology images. Comput. Medical Imaging Graph. Julio Silva-Rodríguez, Adrián Colomer, Valery Naranjo
2020	B	`conf`	Gleason Grading of Histology Prostate Images Through Semantic Segmentation via Residual U-Net. ICIP Amartya Kalapahar, Julio Silva-Rodríguez, Adrián Colomer, Fernando López-Mir, Valery Naranjo
2020	J	`jnl`	Gleason Grading of Histology Prostate Images through Semantic Segmentation via Residual U-Net. CoRR Amartya Kalapahar, Julio Silva-Rodríguez, Adrián Colomer, Fernando López-Mir, Valery Naranjo
2020	J	`jnl`	Going deeper through the Gleason scoring scale: An automatic end-to-end system for histology prostate grading and cribriform pattern detection. Comput. Methods Programs Biomed. Julio Silva-Rodríguez, Adrián Colomer, María Á. Sales, Rafael Molina, Valery Naranjo
2020	—	`conf`	Prostate Gland Segmentation in Histology Images via Residual and Multi-resolution U-NET. IDEAL (1) Julio Silva-Rodríguez, Elena Payá-Bosch, Gabriel García, Adrián Colomer, Valery Naranjo
2019	—	`conf`	Predicting the Success of Blastocyst Implantation from Morphokinetic Parameters Estimated through CNNs and Sum of Absolute Differences. EUSIPCO Julio Silva-Rodríguez, Adrián Colomer, Marcos Meseguer, Valery Naranjo