IoT-Based Object-Detection System to Safeguard Endangered Animals and Bolster Agricultural Farm Security

MAK Raiaan, NM Fahad, S Chowdhury, D Sutradhar… - Future Internet, 2023 - mdpi.com
Significant threats to ecological equilibrium and sustainable agriculture are posed by the
extinction of animal species and the subsequent effects on farms. Farmers face difficult …

IoT-based pest detection and classification using deep features with enhanced deep learning strategies

B Prasath, M Akila - Engineering Applications of Artificial Intelligence, 2023 - Elsevier
Agriculture is an essential source of sustenance. Here, pest detection is very helpful in
increasing food quality, and also it helps to increase the country's economy. Moreover, the …

IoT-enabled pest identification and classification with new meta-heuristic-based deep learning framework

AB Kathole, KN Vhatkar, SD Patil - Cybernetics and Systems, 2024 - Taylor & Francis
The pest and insect affected crop is an important concern to cause damage to the
agricultural sector. While identifying the pest in the crop, the camera placement is not …

Object detection using deep ensemble model for enhancing security towards sustainable agriculture

P Singh, R Krishnamurthi - International journal of information technology, 2023 - Springer
The protection of crops from intruders (objects) is a critical concern for sustainable
agriculture and reducing crop loss. However, traditional methods relying on human …

Vegetable disease detection using an improved YOLOv8 algorithm in the greenhouse plant environment

X Wang, J Liu - Scientific Reports, 2024 - nature.com
This study introduces YOLOv8n-vegetable, a model designed to address challenges related
to imprecise detection of vegetable diseases in greenhouse plant environment using …

An accurate and fast animal species detection system for embedded devices

M Ibraheam, KF Li, F Gebali - IEEE Access, 2023 - ieeexplore.ieee.org
Encounters between humans and wildlife often lead to injuries, especially in remote
wilderness regions, and highways. Therefore, animal detection is a vital safety and wildlife …

Agricultural Object Detection with You Look Only Once (YOLO) Algorithm: A Bibliometric and Systematic Literature Review

CM Badgujar, A Poulose, H Gan - arXiv preprint arXiv:2401.10379, 2024 - arxiv.org
Vision is a major component in several digital technologies and tools used in agriculture.
The object detector, You Look Only Once (YOLO), has gained popularity in agriculture in a …

Deformable convolution and coordinate attention for fast cattle detection

W Yang, J Wu, J Zhang, K Gao, R Du, Z Wu… - … and Electronics in …, 2023 - Elsevier
Cattle detection is an important task in precision livestock farming, but it remains challenging
due to the varying appearance and poses of cattle in different scenarios. In this paper, we …

Insect detection from imagery using YOLOv3-based adaptive feature fusion convolution network

A Amrani, F Sohel, D Diepeveen… - Crop and Pasture …, 2022 - CSIRO Publishing
Context Insects are a major threat to crop production. They can infect, damage, and reduce
agricultural yields. Accurate and fast detection of insects will help insect control. From a …

Animal intrusion detection in farming area using YOLOv5 approach

N Mamat, MF Othman, F Yakub - 2022 22nd International …, 2022 - ieeexplore.ieee.org
Animal intrusion in the farming area causes significant losses in agriculture. It threatens not
only the safety of farmers but also contributes to crop damage. Providing effective solutions …