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We develop a real-time salmon monitoring system and web application that includes automated counting using computer vision technologies, lowering our partner’s technician resources in performing manual counting. We will deploy the monitoring system in at least nine river locations with small computer hardware capable of deep learning acceleration to run the automated counting system in real-time. The system will have species detection and multi-object tracking to recognize the salmon species and track them across multiple video frames for counting. The sonar system will convert the raw sonar data into video and split them into different regions called stratums before processing. Transferring the sonar data from the rivers while considering the stratums will lower network costs. Low Earth Orbit (LEO) satellite networks will transfer data offsite, where optimization of freezing the congestion window at specific times can help deal with the dynamic satellite movements and improving the throughput of the network.
Jiangchuan Liu
Pacific Salmon Foundation
Computer science
Agriculture; Other services (except public administration); Professional, scientific and technical services
Simon Fraser University
Accelerate
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Mitacs is funded by the Government of Canada, the Government of Alberta, the Government of British Columbia, Research Manitoba, the Government of New Brunswick, the Government of Newfoundland and Labrador, the Government of Nova Scotia, the Government of Ontario, Innovation PEI, the Government of Quebec, the Government of Saskatchewan, and the Government of Yukon.