Computer vision-based cybernetics systems for promoting modern poultry farming: a critical review

X Yang, RB Bist, B Paneru, T Liu, T Applegate… - … and Electronics in …, 2024 - Elsevier
As global demands on the poultry production and welfare both intensify, the precision
poultry farming technologies such as computer vision-based cybernetics system is …

Leveraging the potential of convolutional neural networks in poultry farming: a 5-year overview

SN Umurungi, JDM Ufitikirezi, T Zoubek… - World's Poultry …, 2025 - Taylor & Francis
Modern animal farming is increasingly adopting Artificial Intelligence (AI) technologies, with
Convolutional Neural Networks (CNN), a critical component of computer vision (CV) and …

Optimizing poultry audio signal classification with deep learning and burn layer fusion

E Hassan, S Elbedwehy, MY Shams, T Abd El-Hafeez… - Journal of Big Data, 2024 - Springer
This study introduces a novel deep learning-based approach for classifying poultry audio
signals, incorporating a custom Burn Layer to enhance model robustness. The methodology …

An efficient segmentation model for abnormal chicken drop**s recognition based on improved deep dual-resolution network

P He, R Wu, D Liu, J Dou, K Hayat… - Journal of Animal …, 2024 - academic.oup.com
The characteristics of chicken drop**s are closely linked to their health status. In prior
studies, chicken drop**s recognition is treated as an object detection task, leading to …

Generative Adversarial Networks (GANs) for Image Augmentation in Farming: A Review

Z ur Rahman, MSM Asaari, H Ibrahim, ISZ Abidin… - IEEE …, 2024 - ieeexplore.ieee.org
Enhancing model performance in agricultural image analysis faces challenges due to
limited datasets, biological variability, and uncontrolled environments. Deep learning …

Edge intelligence for poultry welfare: Utilizing tiny machine learning neural network processors for vocalization analysis

R Srinivasagan, MS El Sayed, MI Al-Rasheed… - PloS one, 2025 - journals.plos.org
The health of poultry flock is crucial in sustainable farming. Recent advances in machine
learning and speech analysis have opened up opportunities for real-time monitoring of the …

Physical and Chemical Characteristics of Drop**s as Sensitive Markers of Chicken Health Status

E Mozuriene, E Mockus, D Klupsaite, V Starkute… - Animals, 2024 - mdpi.com
Simple Summary The characteristics of poultry drop**s can reflect the health status of
chickens. However, the existing literature lacks information on the physical–chemical …

Non-Intrusive Detection of Poultry Diseases through Faecal Analysis using Deep Learning

N Deo, A Bakliwal, AD Joshi… - 2024 5th International …, 2024 - ieeexplore.ieee.org
This research conducts a comprehensive comparative study on the application of advanced
deep learning models-Baseline Convolutional Neural Network, EfficientNetB3, DenseNet …

Advanced Poultry Disease Detection with Deep Convolutional Neural Networks

HK Joy, N Sandhyana… - 2024 4th International …, 2024 - ieeexplore.ieee.org
Coccidiosis, Salmonella, and Newcastle represent prevalent poultry diseases that have the
potential to significantly diminish chicken productivity if not identified promptly. In Tanzania …

Poultry Pathogen Detection: Using Deep Learning for Coccidiosis Identification

S Harshitha, K Likhitha, KRG Varshini… - … on Image Processing …, 2024 - ieeexplore.ieee.org
Poultry farming plays a crucial part in fulfilling the need for animal protein worldwide, but the
industry faces significant challenges in controlling infectious diseases that impact bird health …