Volume 2 - Issue 2, March - April 2026

Image recognition remains a foundational pillar of modern computer vision, catalyzing innovation across diverse domains including medical diagnostics, autonomous systems, security, and digital entertainment. This paper reviews pivotal breakthroughs from 2024 to 2025, focusing on convolutional neural networks, vision transformers, large vision models, multimodal visionlanguage models, and 3D reconstruction techniques. We discuss advanced methodologies, ethical considerations, and emerging applications, supported by illustrative diagrams and comparative tables.

Ms.Kanishka S, Mr.I Gobi,"Advances in Image Recognition: A Comprehensive Review" International Journal of Advanced Multidisciplinary Research and Educational Development, V2(2): Page(504-515) Mar-Apr 2026. ISSN: 3107-6513. www.ijamred.com. Published by Scientific and Academic Research Publishing.