Towards good practice for convolution and attention with PANs in federated medical image classification
In the current healthcare landscape, accurately diagnosing patients with respiratory
conditions while preserving data privacy has become a critical global concern. To address …
conditions while preserving data privacy has become a critical global concern. To address …
Multi-label learning for image analysis with limited annotation
T Yu - 2023 - open.library.ubc.ca
Deep learning, especially through Convolutional Neural Networks (CNNs), has
revolutionized image analysis. Image classification, which involves assigning labels to …
revolutionized image analysis. Image classification, which involves assigning labels to …
[PDF][PDF] A Data-aware Probabilistic Client Sampling Scheme in Streaming Federated Learning
C Song, J Huang, J Wu, L Lu - cis.temple.edu
In streaming federated learning, where data on each client is received in the form of a data
stream, the distribution of data on the clients has a significant impact on the performance of …
stream, the distribution of data on the clients has a significant impact on the performance of …