Cotton Picking Robot
This is a repository for Cotton Picking Robot Activities:
- Image acquisation and processing (Cotton Boll classification)
- Robot localization
- Auto steering and Auto Navigation
- Picking controller
For ensemble TiftTrack YOLOv2 + Color Segmentation + Image Transformation for Tracking bolls boll_track.py [<video_source>]
Before.
Make sure you install darknet and Darkflow. https://github.com/thtrieu/darkflow
If Darkflow is running then copy this repo inside the darkflow folder and run the cotton boll tracking and counting boll_track.py [<video_source>]
Please cite the paper: Fue, K. G., Porter, W. M., & Rains, G. C. (2018). Deep Learning based Real-time GPU-accelerated Tracking and Counting of Cotton Bolls under Field Conditions using a Moving Camera. ASABE Paper No. 1800831. St. Joseph, MI: ASABE.
Get trained PB file and put it into graph_built folder at https://drive.google.com/file/d/1DLZl6tM7imzD3_zWU9VgWTktoeG7lZYv/view?usp=sharing
Watch youtube https://www.youtube.com/watch?v=GlsNp1MiIRU