4 papers
Exploiting Test-Time Augmentation in Federated Learning for Brain Tumor MRI Classification
Thamara Leandra de Deus Melo, Rodrigo Moreira, Larissa Ferreira Rodrigues Moreira +1
Efficient brain tumor diagnosis is crucial for early treatment; however, it is challenging because of lesion variability and image complexity. We evaluated convolutional neural net…
Generalizable Hyperparameter Optimization for Federated Learning on Non-IID Cancer Images
Elisa Gonçalves Ribeiro, Rodrigo Moreira, Larissa Ferreira Rodrigues Moreira +1
Deep learning for cancer histopathology training conflicts with privacy constraints in clinical settings. Federated Learning (FL) mitigates this by keeping data local; however, its…
Energy-Aware Ensemble Learning for Coffee Leaf Disease Classification
Larissa Ferreira Rodrigues Moreira, Rodrigo Moreira, Leonardo Gabriel Ferreira Rodrigues
Coffee yields are contingent on the timely and accurate diagnosis of diseases; however, assessing leaf diseases in the field presents significant challenges. Although Artificial In…
Noisy Neighbor Influence in the Data Plane of Beyond 5G Networks
Rodrigo Moreira, Larissa Ferreira Rodrigues Moreira, Tereza C. Carvalho +1
Virtualization and containerization enhance the modularity and scalability of mobile network architectures, facilitating customized user services and improving management and orche…