# FieldSense AI: Why Plant-Health Decisions Need More Than a Disease Classifier

> Source: <https://dev.to/nikhil_ramank_152ca48266/fieldsense-ai-why-plant-health-decisions-need-more-than-a-disease-classifier-19hg>
> Published: 2026-11-15 04:17:47+00:00

Mohanty, S. P., Hughes, D. P., & Salathé, M. (2016). *Using Deep Learning for Image-Based Plant Disease Detection*. Frontiers in Plant Science, 7, 1419. [https://doi.org/10.3389/fpls.2016.01419](https://doi.org/10.3389/fpls.2016.01419)

Singh, D., Jain, N., Jain, P., Kayal, P., Kumawat, S., & Batra, N. (2020). *PlantDoc: A Dataset for Visual Plant Disease Detection*. Proceedings of the 7th ACM IKDD CoDS and 25th COMAD. [https://doi.org/10.1145/3371158.3371196](https://doi.org/10.1145/3371158.3371196)

Bagga, M., & Goyal, S. (2024). *Image-based detection and classification of plant diseases using deep learning: State-of-the-art review*. [https://doi.org/10.1002/uar2.20053](https://doi.org/10.1002/uar2.20053)

**FieldSense AI — Evidence-driven agricultural investigation and commerce prototype**

GitHub: [https://github.com/NikhilRaman12/fieldsense-ai](https://github.com/NikhilRaman12/fieldsense-ai)