Obfuscation algorithm for privacy-preserving deep learning-based medical image analysis

AB Popescu, IA Taca, A Vizitiu, CI Nita, C Suciu… - Applied Sciences, 2022 - mdpi.com
Deep learning (DL)-based algorithms have demonstrated remarkable results in potentially
improving the performance and the efficiency of healthcare applications. Since the data …

Cross Attention with Deep Local Features for Few-Shot Image Classification

T Chu, H Shen, J Lv, M Yang - International Conference on Artificial Neural …, 2023 - Springer
Traditional few-shot learning methods that rely on image-level features have been widely
adopted, but they may not be effective in representing the local information of images …

Privacy-Preserving Medical Image Classification through Deep Learning and Matrix Decomposition

AB Popescu, CI Nita, IA Taca… - … Conference on Control …, 2023 - ieeexplore.ieee.org
Deep learning (DL)-based solutions have been extensively researched in the medical
domain in recent years, enhancing the efficacy of diagnosis, planning, and treatment. Since …