Fig. 1: Schematic of the Weakly Supervised Learning (WSL) and Swarm Learning (SL) workflow. | Communications Medicine

Fig. 1: Schematic of the Weakly Supervised Learning (WSL) and Swarm Learning (SL) workflow.

From: Swarm learning with weak supervision enables automatic breast cancer detection in magnetic resonance imaging

Fig. 1

A Schematic representation of the Deep Learning-based WSL workflow for breast cancer tumor detection on Magnetic Resonance Imaging (MRI) data, B Overview of the SL setup for a 3-node network, C Graphical representation of techniques and models architecture for benchmarking WSL with breast cancer 3D MRI data, D Combined representation of real-world SL-based WSL for Breast Cancer Tumor Detection and Data Split Ratio.

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