A cautionary tale on the cost-effectiveness of collaborative AI in real-world medical applications.
CoRR, 2024
2D and 3D Deep Learning Models for MRI-based Parkinson's Disease Classification: A Comparative Analysis of Convolutional Kolmogorov-Arnold Networks, Convolutional Neural Networks, and Graph Convolutional Networks.
CoRR, 2024
Resolution and Field of View Invariant Generative Modelling with Latent Diffusion Models.
Proceedings of the Medical Imaging with Deep Learning, 3-5 July 2024, Paris, France., 2024
Automated ranking of chest x-ray radiological finding severity in a binary label setting.
Proceedings of the Medical Imaging with Deep Learning, 3-5 July 2024, Paris, France., 2024
Benchmarking Collaborative Learning Methods Cost-Effectiveness for Prostate Segmentation.
Proceedings of the Machine Learning and Principles and Practice of Knowledge Discovery in Databases, 2023
Geometry-Invariant Abnormality Detection.
Proceedings of the Medical Image Computing and Computer Assisted Intervention - MICCAI 2023, 2023
Self-Supervised Anomaly Detection from Anomalous Training Data via Iterative Latent Token Masking.
Proceedings of the IEEE/CVF International Conference on Computer Vision, 2023
Cross Attention Transformers for Multi-modal Unsupervised Whole-Body PET Anomaly Detection.
Proceedings of the Deep Generative Models - Second MICCAI Workshop, 2022
Assessing the Performance of Automated Prediction and Ranking of Patient Age from Chest X-rays Against Clinicians.
Proceedings of the Medical Image Computing and Computer Assisted Intervention - MICCAI 2022, 2022
Uncertainty-Aware Multi-resolution Whole-Body MR to CT Synthesis.
,
,
,
,
,
,
,
,
,
,
,
Proceedings of the Simulation and Synthesis in Medical Imaging, 2020
Learning to detect chest radiographs containing pulmonary lesions using visual attention networks.
Medical Image Anal., 2019
Learning to detect chest radiographs containing lung nodules using visual attention networks.
CoRR, 2017
Temporal Evolution of Hepatic Fat Distribution Heterogeneity using Dynamic 18F-FDG PET Imaging.
Proceedings of the Medical Image Understanding and Analysis, 2015