Hybrid pre trained model based feature extraction for enhanced indoor scene classification in federated learning environments

Hybrid pre trained model based feature extraction for enhanced indoor scene classification in federated learning environments

Abstract Classification of indoor scenes is a crucial task of computer vision. It has widespread applications like smart homes, smart cities, robotics, etc. Primitive classification methods like Support Vector Machines (SVM) and K-Nearest Neighbors (KNN), provide a compromised performance with compl...

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Bibliographic Details
Main Authors: Monica Dutta, Deepali Gupta, Vikas Khullar, Sapna Juneja, Roobaea Alroobaea, Pooja Sapra
Format: Article
Language:English
Published: Nature Portfolio 2025-08-01
Series:Scientific Reports
Subjects:
Indoor scene classification
Computer vision
Deep learning
Federated learning
Online Access:https://doi.org/10.1038/s41598-025-16673-3
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