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University of Arkansas, Fayetteville
Computer Science and Computer Engineering Undergraduate Honors Theses
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Poultry Pose Estimation With Deeplabcut, Chiyou Vang
Poultry Pose Estimation With Deeplabcut, Chiyou Vang
Computer Science and Computer Engineering Undergraduate Honors Theses
This honors thesis dives into the realm of deep learning-based pose estimation research and investigates the potential of DeepLabCut (Lauer, et al., 2021) in accurately and efficiently estimating the pose of poultry. With accurate pose estimation being a crucial aspect in understanding the behavior and movement of animals, this thesis aims to contribute to the development of more effective methods for pose estimation, especially for poultry.
To comprehensively evaluate the performance of DeepLabCut, two different types of chickens were tested in this thesis: a model toy chicken and actual live chickens. Videos were recorded for both types, and key points …