How CattleEye Used V7 to Develop Models 10x Faster

"V7 is really easy to use and has great customer support—bugs are fixed, email support is very fast, and feature requests are delivered as promised."

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Industry
Agriculture
Team size
15
Model Development Speed
↑10x
AI-first cattle monitoring company.
HEADQUARTERS
Belfast, Northern Ireland
PREVIOUS TOOL
Labelbox
PLAN
Business
The Challenge
CattleEye monitors cows to give farmers insights into the herd’s overall health and detect behavioral anomalies or health issues of any individual cow.
The Solution
CattleEye uses overhead security cameras to collect video data and annotate it using bounding boxes and V7’s keypoint skeleton tool. The goal is to monitor and understand cows’ behavior to build robust AI models that help farmers act immediately when needed.

About CattleEye

CattleEye is an AI-first cattle monitoring company founded by Terry Canning and Adam Askew in 2019. 

Their mission is to provide farmers with insights on cows’ welfare and performance using autonomous video monitoring.

With the help of trained vets, the team focuses on annotating the extreme edge cases to improve the AI algorithms they are building.


→ Learn more

Training Data Needs

CattleEye collects video data from the CCTV cameras installed on various farms.

They work with two types of videos – long clips (20 minutes) for cattle object detection and tracking, and short (20 seconds) videos corresponding to a single, particular cow.

Vets use V7 to label videos, add health scores and thus enrich the data to make algorithms more accurate.

CattleEye’s goal is to annotate 100,000 cows by the end of 2021.


→ Explore V7 Auto-Annotation Tool

Ryan McMillan
My favorite V7's feature is the API because it automated everything for us. I like automation and being able to put things into Darwin without ever having to look at it and just review things later.
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Why V7

CattleEye handles large volumes of video data, and they needed a tool that could help them organize and manage their datasets more efficiently.

V7’s dataset management solution was the answer the team was looking for.

CattleEye's team could finally upload, store, organize, and manage their video data from one place, hassle-free.

→ Explore V7 Dataset Management

Results

Thanks to V7’s advanced video annotation solution, CattleEye managed to significantly speed up their annotation process.

Going from on-farm visits with vets manually recording data to fully remote scoring of videos in V7, the team has been able to greatly enrich the variety of training data from farms across the world.

Managing data from a single place allowed for the collaboration between engineers & vets and faster model iteration.

This also saved the busy vet travel time in addition to reducing the potential impact on the herd as cows do not need to be disturbed with on-farm visits. 

→ Explore V7 Video Annotation Tool

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