TY - GEN
T1 - Using Deep Learning for Facial Recognition
T2 - 2022 International Conference on Smart Applications, Communications and Networking, SmartNets 2022
AU - McDaid, David
AU - Meehan, Kevin
N1 - Publisher Copyright:
© 2022 IEEE.
PY - 2022
Y1 - 2022
N2 - Technology is changing the way humans live each day and is also helping transform the area of Agriculture. Sensors, Cameras, and Drones have significantly reduced the physical labor required in Agriculture. There is an opportunity to create a scalable facial recognition solution that will be able to correctly identify individual cattle in a herd. This will allow farmers to effectively manage data regarding their herd. This research aims to evaluate the effectiveness of applying a Convolutional Siamese Neural Network to this problem area. A bespoke dataset containing 32 individual cows was created and evaluated in this research. The Siamese Network was evaluated against validation and test data, the model produced an accuracy result of 90%.
AB - Technology is changing the way humans live each day and is also helping transform the area of Agriculture. Sensors, Cameras, and Drones have significantly reduced the physical labor required in Agriculture. There is an opportunity to create a scalable facial recognition solution that will be able to correctly identify individual cattle in a herd. This will allow farmers to effectively manage data regarding their herd. This research aims to evaluate the effectiveness of applying a Convolutional Siamese Neural Network to this problem area. A bespoke dataset containing 32 individual cows was created and evaluated in this research. The Siamese Network was evaluated against validation and test data, the model produced an accuracy result of 90%.
KW - Agri-Tech
KW - Artificial Intelligence
KW - Convolutional Neural Network
KW - Deep Learning
KW - Facial Recognition
KW - Siamese Neural Network
UR - http://www.scopus.com/inward/record.url?scp=85146604484&partnerID=8YFLogxK
U2 - 10.1109/SmartNets55823.2022.9994007
DO - 10.1109/SmartNets55823.2022.9994007
M3 - Conference contribution
AN - SCOPUS:85146604484
T3 - 2022 International Conference on Smart Applications, Communications and Networking, SmartNets 2022
BT - 2022 International Conference on Smart Applications, Communications and Networking, SmartNets 2022
PB - Institute of Electrical and Electronics Engineers Inc.
Y2 - 29 November 2022 through 1 December 2022
ER -