# Image-Based Real-Time Fire Detection using Deep Learning with Data Augmentation for Vision-Based Surveillance Applications

> Research article (2019 16th IEEE International Conference on Advanced Video and Signal Based Surveillance (AVSS), 2019) · cited 29× · AI/ML

**Wikidata**: [openalex:W2989952604](https://www.wikidata.org/wiki/openalex:W2989952604)  
**Source**: https://4ort.xyz/entity/image-based-real-time-fire-detection-using-deep-learning-with-data-augmentation-for-vision-based-surveillance-applicatio