Dokumentdetails
ID

oai:arXiv.org:2407.01435

Thema
Computer Science - Computer Vision...
Autor
VS, Balaji AR, Mahi PS, Anirudh Ganapathy M, Manju
Kategorie

Computer Science

Jahr

2024

Auflistungsdatum

03.07.2024

Schlüsselwörter
model object computer classification scarecrow detection system ssd animal
Metrisch

Zusammenfassung

Agriculture faces a growing challenge with wildlife wreaking havoc on crops, threatening sustainability.

The project employs advanced object detection, the system utilizes the Mobile Net SSD model for real-time animal classification.

The methodology initiates with the creation of a dataset, where each animal is represented by annotated images.

The SSD Mobile Net architecture facilitates the use of a model for image classification and object detection.

The model undergoes fine-tuning and optimization during training, enhancing accuracy for precise animal classification.

Real-time detection is achieved through a webcam and the OpenCV library, enabling prompt identification and categorization of approaching animals.

By seamlessly integrating intelligent scarecrow technology with object detection, this system offers a robust solution to field protection, minimizing crop damage and promoting precision farming.

It represents a valuable contribution to agricultural sustainability, addressing the challenge of wildlife interference with crops.

The implementation of the Intelligent Scarecrow Monitoring System stands as a progressive tool for proactive field management and protection, empowering farmers with an advanced solution for precision agriculture.

Keywords: Machine learning, Deep Learning, Computer Vision, MobileNet SSD ;Comment: 9 pages, 10 figures

VS, Balaji,AR, Mahi,PS, Anirudh Ganapathy,M, Manju, 2024, Scarecrow monitoring system:employing mobilenet ssd for enhanced animal supervision

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