# Deep crowd anomaly detection: state-of-the-art, challenges, and future research directions

> Research article (Artificial Intelligence Review, 2025) · cited 15× · AI/ML

**Wikidata**: [openalex:W4407799411](https://www.wikidata.org/wiki/openalex:W4407799411)  
**Source**: https://4ort.xyz/entity/deep-crowd-anomaly-detection-state-of-the-art-challenges-and-future-research-directions