International Journal of Progressive Research in Engineering Management and Science
(Peer-Reviewed, Open Access, Fully Referred International Journal)
ISSN:2583-1062
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editor@ijprems.com or Whatsapp at (+91-9098855509)
www.ijprems.com
editor@ijprems.com or Whatsapp at (+91-9098855509)
Paper Details
Efficient Deep Learning Models for On-Device Image Recognition with Limited Resources (KEY IJP************976)
Abstract
The proliferation of mobile and edge devices necessitates the development of efficient deep learning models capable of on-device image recognition under resource constraints. This article reviews current advancements in lightweight architectures, optimization techniques, and application-specific solutions. The review identifies key trends, challenges, and future directions in developing models that balance accuracy and efficiency in constrained environments, emphasizing both theoretical advancements and practical implementations. Additionally, the article explores emerging trends in hardware-software co-design and adaptive model scaling to meet the evolving demands of diverse application domains.
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