Title
Cattle segmentation and contour extraction based on Mask R-CNN for precision livestock farming.
Abstract
•A method of video key frame extraction for huge motion variation was put forward.•Image enhancement method was used to reduce the influence of illumination and shadows.•Mask R-CNN based cattle instance segmentation and contour line extraction method was developed.•The performance of proposed method is effective and outweigh DeepMask and SharpMask methods.
Year
DOI
Venue
2019
10.1016/j.compag.2019.104958
Computers and Electronics in Agriculture
Keywords
Field
DocType
Precision livestock farming,Instance segmentation,Cattle contour,Deep learning,Mask R-CNN
Computer vision,Shadow,Market segmentation,Segmentation,Livestock,Artificial intelligence,Pixel,Key frame,Engineering,Deep learning
Journal
Volume
ISSN
Citations 
165
0168-1699
4
PageRank 
References 
Authors
0.44
0
3
Name
Order
Citations
PageRank
Yongliang Qiao140.44
Matthew Truman240.44
Salah Sukkarieh31142141.84