[HTML][HTML] Automatically detecting pig position and posture by 2D camera imaging and deep learning

M Riekert, A Klein, F Adrion, C Hoffmann… - … and Electronics in …, 2020 - Elsevier
… system for position and posture detection that only requires standard 2D camera imaging
with no … This deep learning system applies the state-of-the-art Faster R-CNN object detection

[HTML][HTML] Model selection for 24/7 pig position and posture detection by 2D camera imaging and deep learning

M Riekert, S Opderbeck, A Wild, E Gallmann - Computers and Electronics in …, 2021 - Elsevier
… This work extends previous work for detecting position and posture of pigs in images from
standard 2D cameras using deep learning. Previous work investigated a smaller search space …

Deep learning and machine vision approaches for posture detection of individual pigs

A Nasirahmadi, B Sturm, S Edwards, KH Jeppsson… - Sensors, 2019 - mdpi.com
posture detection technique in 2D images. Two architectures of the ResNet model (ie,
ResNet50 and ResNet101) were applied. ResNet is a deep residual network introduced by [22] …

A review of posture detection methods for pigs using deep learning

Z Chen, J Lu, H Wang - Applied Sciences, 2023 - mdpi.com
… , they achieved a mean average precision (mAP) of 80.2% on pig position and posture
detection with sufficient similar training images, but the mAP was only 44.8–58.8% under more …

An active vision system for fall detection and posture recognition in elderly healthcare

G Diraco, A Leone, P Siciliano - … & Test in Europe Conference & …, 2010 - ieeexplore.ieee.org
detection of falls and the recognition of several postures for elderly homecare applications.
A wall-mounted Time-Of-Flight camera … for fall detection in 3D range image that combines …

Real-time posture analysis in a crowd using thermal imaging

QC Pham, L Gond, J Begard… - 2007 IEEE Conference …, 2007 - ieeexplore.ieee.org
… Thermal imaging provides a robust solution to visibility change (illumination, smoke) and
is … for posture analysis in dense groups of people. The objective is to automatically detect

3D depth camera based human posture detection and recognition Using PCNN circuits and learning-based hierarchical classifier

H Zhuang, B Zhao, Z Ahmad, S Chen… - The 2012 International …, 2012 - ieeexplore.ieee.org
… a time-of-flight depth camera, SwissRanger SR4000, as a 3D imaging system for this research.
Human detection is the prelude of human posture analysis. Based on depth images, the …

An ultra-low power,“always-on” camera front-end for posture detection in body worn cameras using restricted boltzman machines

SJ Desai, M Shoaib… - IEEE transactions on …, 2015 - ieeexplore.ieee.org
… 2.3 Image Database for Posture Detection The experiments are carried out on the Weizmann
human silhouette based action database [12] (Fig. 3). The database consists of video …

Ergonomic posture recognition using 3D view-invariant features from single ordinary camera

H Zhang, X Yan, H Li - Automation in Construction, 2018 - Elsevier
… Ergonomic posture capture is a process used to detect, track … 3D ergonomic postures
recognition in single 2D camera; … single 2D image; third, the average posture recognition accuracy …

Detection of body posture with low-cost CMOS camera systems for applications in medical care

Y Liu, C Pomalaza-Ráez - 2009 IEEE International Conference …, 2009 - ieeexplore.ieee.org
… that comes with this type of cameras. Because of their small … be used to detect the position
and then determine the posture of a … camera systems considered in this work deliver the image