Herd Count
Agritech
Overview
Counting numbers of sheep/cattle going in-out from ranch at any given time. It was a fun & complex project involving many close proximity animals traveling together & we had to track them in live streaming.
Technology
- Deep Learning
- Neural Networks
- Computer Vision
- Image Processing
- react js
Language
- Python
Key Technical Challenges:
- Many overlapping objects in the same image frame.
- Very rare use case, mostly unexplored by many data scientists.
- Less availability of data & had to work different approaches for collecting it.
Business + Technical Points:
- Streamline detection
- On time notification
Result:
- We were able to identify & meet requirements accurately with real time detection.
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