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INTERNATIONAL JOURNAL OF CREATIVE RESEARCH THOUGHTS - IJCRT (IJCRT.ORG)
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ISSN Approved Journal No: 2320-2882 | Impact factor: 7.97 | ESTD Year: 2013
Call For Paper - Volume 12 | Issue 5 | Month- May 2024
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Published Paper Details:
Paper Title
DEEP LEARNING FOR ART CHARACTERIZATION
Authors
Niraj Sonje, Dr. Rupesh C. Jaiswal, Dr. Girish P. Potdar, Manish R. Khodaskar
Keywords
CNN, Data Augmentation, Transfer Learning, Art
Abstract
Art in the form of paintings have been fascinating humans since ages. With the digitization of art museums, it becomes imperative to devise tools that can automatically classify artists based on paintings to help visitors, buyers and museum curators gain more information effortlessly. Image classification models, in general, aim at extracting distinct information from images and assign them a particular category. In this paper we use transfer learning to fine tune the existing CNN models such as ResNet, that has been pre-trained on ImageNet, and apply multiple different data augmentation techniques to tackle the challenge of classifying 50 artists. We intend to observe and analyse the hyper-parameters and augmentation technique giving the best results. We also make some attempts of inventing new architecture of neural network dedicate to painting understanding and new approach for data augmentation.
IJCRT's Publication Details
Unique Identification Number - IJCRT2211081
Paper ID - 227223
Page Number(s) - a687-a694
Pubished in - Volume 10 | Issue 11 | November 2022
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Publisher Name - IJCRT | www.ijcrt.org | ISSN : 2320-2882
E-ISSN Number - 2320-2882
Cite this article
Niraj Sonje, Dr. Rupesh C. Jaiswal, Dr. Girish P. Potdar, Manish R. Khodaskar, "DEEP LEARNING FOR ART CHARACTERIZATION", International Journal of Creative Research Thoughts (IJCRT), ISSN:2320-2882, Volume.10, Issue 11, pp.a687-a694, November 2022, Available at :http://www.ijcrt.org/papers/IJCRT2211081.pdf
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ISSN: 2320-2882 Impact Factor: 7.97 and ISSN APPROVED Journal Starting Year (ESTD) : 2013
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ISSN: 2320-2882 Impact Factor: 7.97 and ISSN APPROVED Journal Starting Year (ESTD) : 2013
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