Adrián Galdrán
- The Devil is in the Margin: Margin-based Label Smoothing for Network Calibration
2021/11/30 by Bingyuan Liu, Liu, Bingyuan, Ismail Ben Ayed +5 · 16 citations
Computer Science · #Advanced Neural Network Applications #Adversarial Robustness in Machine Learning #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG)
- On the Optimal Combination of Cross-Entropy and Soft Dice Losses for Lesion Segmentation with Out-of-Distribution Robustness
2022/09/13 by Adrián Galdrán, Gustavo Carneiro, Galdran, Adrian +3 · 6 citations
Computer Science · Medicine · #Cardiovascular Disease and Adiposity #Computer Vision and Pattern Recognition (cs.CV) #Diabetic Foot Ulcer Assessment and Management #FOS: Computer and information sciences #Medical Image Segmentation Techniques
- Assessing generalisability of deep learning-based polyp detection and segmentation methods through a computer vision challenge
2022/02/24 by Sharib Ali, Ali, Sharib, Noha Ghatwary +61 · 3 citations
Computer Science · Medicine · #AI in cancer detection #Artificial Intelligence (cs.AI) #Colorectal Cancer Screening and Detection #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Radiomics and Machine Learning in Medical Imaging
- Multi-Head Multi-Loss Model Calibration
2023/03/02 by Adrián Galdrán, Johan Verjans, Galdran, Adrian +5 · 2 citations
Computer Science · Medicine · #AI in cancer detection #Artificial Intelligence (cs.AI) #COVID-19 diagnosis using AI #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Radiomics and Machine Learning in Medical Imaging
- Class Adaptive Network Calibration
2022/11/28 by Bingyuan Liu, Liu, Bingyuan, Jérôme Rony +7 · 2 citations
Computer Science · #Anomaly Detection Techniques and Applications #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Imbalanced Data Classification Techniques #Machine Learning and Data Classification
- Biomedical image analysis competitions: The state of current participation practice
2022/12/16 by Matthias Eisenmann, Annika Reinke, Eisenmann, Matthias +452 · 2 citations
Engineering · Medicine · #Artificial Intelligence in Healthcare and Education #Biomedical and Engineering Education #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Radiomics and Machine Learning in Medical Imaging
- MedAL: Deep Active Learning Sampling Method for Medical Image Analysis
2018/09/25 by Asim Smailagic, Smailagic, Asim, Hae Young Noh +15 · 1 citation
Computer Science · Medicine · #COVID-19 diagnosis using AI #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning and Algorithms
- Convolutional Nets Versus Vision Transformers for Diabetic Foot Ulcer\n Classification
2021/11/12 by Adrián Galdrán, Gustavo Carneiro, Galdran, Adrian +3 · 1 citation
Computer Science · Dentistry · Medicine · #Computer Vision and Pattern Recognition (cs.CV) #Diabetic Foot Ulcer Assessment and Management #Digital Imaging for Blood Diseases #FOS: Computer and information sciences #FOS: Electrical engineering #Image and Video Processing (eess.IV) #Oral microbiology and periodontitis research #electronic engineering #information engineering
- Cost-Sensitive Regularization for Diabetic Retinopathy Grading from Eye\n Fundus Images
2020/10/01 by Adrián Galdrán, Galdran, Adrian, José Dolz +7 · 1 citation
Health Professions · Medicine · #Artificial Intelligence in Healthcare #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Retinal Diseases and Treatments #Retinal Imaging and Analysis
- KPIs 2024 Challenge: Advancing Glomerular Segmentation from Patch- to Slide-Level
2025/02/11 by Ruining Deng, Deng, Ruining, Tianyuan Yao +90 · 2 citations
Computer Science · #AI in cancer detection