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Advancements in Deep Learning for Computer Vision

Gregory Mikuro

February 15, 2024

Cite this paper

Mikuro, G. (2024). Advancements in Deep Learning for Computer Vision. Journal of Computer Vision Research, 12(4), 278-295. https://doi.org/10.1234/jcvr.2024.0217

Abstract

This paper presents novel approaches to deep learning architectures for computer vision tasks. We introduce a modified convolutional neural network that achieves state-of-the-art performance on image classification benchmarks while requiring significantly fewer parameters than existing models. Our approach demonstrates a 15% improvement in accuracy on the ImageNet dataset compared to previous methods, while reducing model size by 30%.

Publication Details

  • Journal: Journal of Computer Vision Research
  • Volume: 12
  • Issue: 4
  • Pages: 278-295
  • Year: 2024
  • DOI: 10.1234/jcvr.2024.0217
  • Publisher: CV Research Association