# Is the aspect ratio of cells important in deep learning? A robust comparison of deep learning methods for multi-scale cytopathology cell image classification: From convolutional neural networks to visual transformers

> Research article (Computers in Biology and Medicine, 2021) · cited 69× · AI/ML

**Wikidata**: [openalex:W3213783748](https://www.wikidata.org/wiki/openalex:W3213783748)  
**Source**: https://4ort.xyz/entity/is-the-aspect-ratio-of-cells-important-in-deep-learning-a-robust-comparison-of-deep-learning-methods-for-multi-scale-cyt