# Automatic Detection of Congestive Heart Failure Based on Multiscale Residual UNet++: From Centralized Learning to Federated Learning

> Research article (IEEE Transactions on Instrumentation and Measurement, 2022) · cited 37× · AI/ML

**Wikidata**: [openalex:W4312939334](https://www.wikidata.org/wiki/openalex:W4312939334)  
**Source**: https://4ort.xyz/entity/automatic-detection-of-congestive-heart-failure-based-on-multiscale-residual-unet-from-centralized-learning-to-federated