The stray animals sighted on the Indian vehicular roads cause traffic congestions and lead to major road accidents. Due to the menace, many people and animals get serious injuries and even lose their life. The attacks on the humans, damaging of properties and spreading of dangerous diseases such as rabies are the other major concerns due to the increase in stray animals. The present study performs detection and classification of the stray animals on the vehicular streets. The dataset comprises of 500 images of vehicular roads with and without stray animals. The classification accuracy of the surveillance system is compared between Stochastic Gradient Descent (SGD) and Adam optimizer for a 3-layer and 4-layer CNN having different batches. The study aims to act as a surveillance system on the roads for detecting the presence of stray animals. Timely detection and relocation of stray animals can help in preventing the fatalities and spread of diseases.


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    Title :

    A Comparative Study of Optimizers on Non-pretrained CNN Models for Stray Animal Surveillance System


    Additional title:

    Lect. Notes in Networks, Syst.


    Contributors:

    Conference:

    International Conference on Innovations in Bio-Inspired Computing and Applications ; 2023 ; Kochi, India December 14, 2023 - December 15, 2023


    Published in:

    Bio-Inspired Computing ; Chapter : 12 ; 107-117


    Publication date :

    2025-06-04


    Size :

    11 pages





    Type of media :

    Article/Chapter (Book)


    Type of material :

    Electronic Resource


    Language :

    English




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