# Watch your Up-Convolution: CNN Based Generative Deep Neural Networks are Failing to Reproduce Spectral Distributions

> Research article (Opus-HSO (Offenburg University of Applied Sciences), 2020) · cited 401× · AI/ML

**Wikidata**: [openalex:W3034864980](https://www.wikidata.org/wiki/openalex:W3034864980)  
**Source**: https://4ort.xyz/entity/watch-your-up-convolution-cnn-based-generative-deep-neural-networks-are-failing-to-reproduce-spectral-distributions