# Emb-trattunet: a novel edge loss function and transformer-CNN architecture for multi-classes pneumonia infection segmentation in low annotation regimes

> Research article (Artificial Intelligence Review, 2024) · cited 13× · AI/ML

**Wikidata**: [openalex:W4392817605](https://www.wikidata.org/wiki/openalex:W4392817605)  
**Source**: https://4ort.xyz/entity/emb-trattunet-a-novel-edge-loss-function-and-transformer-cnn-architecture-for-multi-classes-pneumonia-infection-segmenta