63 citations · 89 across the 6 of their papers we have counts for
7 papers
CVB: A Video Dataset of Cattle Visual Behaviors
Ali Zia, Renuka Sharma, Reza Arablouei +7
Existing image/video datasets for cattle behavior recognition are mostly small, lack well-defined labels, or are collected in unrealistic controlled environments. This limits the u…
Point-Syn2Real: Semi-Supervised Synthetic-to-Real Cross-Domain Learning for Object Classification in 3D Point Clouds
Ziwei Wang, Reza Arablouei, Jiajun Liu +3
Object classification using LiDAR 3D point cloud data is critical for modern applications such as autonomous driving. However, labeling point cloud data is labor-intensive as it re…
In-situ animal behavior classification using knowledge distillation and fixed-point quantization
Reza Arablouei, Liang Wang, Caitlin Phillips +3
We explore the use of knowledge distillation (KD) for learning compact and accurate models that enable classification of animal behavior from accelerometry data on wearable devices…
Multimodal sensor data fusion for in-situ classification of animal behavior using accelerometry and GNSS data
Reza Arablouei, Ziwei Wang, Greg J. Bishop-Hurley +1
In this paper, we examine the use of data from multiple sensing modes, i.e., accelerometry and global navigation satellite system (GNSS), for classifying animal behavior. We extrac…
Animal Behavior Classification via Accelerometry Data and Recurrent Neural Networks
Liang Wang, Reza Arablouei, Flavio A. P. Alvarenga +1
We study the classification of animal behavior using accelerometry data through various recurrent neural network (RNN) models. We evaluate the classification performance and comple…
Video-based cattle identification and action recognition
Chuong Nguyen, Dadong Wang, Karl Von Richter +3
We demonstrate a working prototype for the monitoring of cow welfare by automatically analysing the animal behaviours. Deep learning models have been developed and tested with vide…
Deep Learning-based Cattle Activity Classification Using Joint Time-frequency Data Representation
Seyedeh Faezeh Hosseini Noorbin, Siamak Layeghy, Brano Kusy +3
Automated cattle activity classification allows herders to continuously monitor the health and well-being of livestock, resulting in increased quality and quantity of beef and dair…