Investigating Deep learning models for NFT classification : A Review
Authors
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Ashutosh Singla
M.Tech, BITS Pilani
https://orcid.org/0009-0000-3768-2269
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Mandeep Gupta
Director, Triple Dash Infotech
https://orcid.org/0009-0005-3542-1408
DOI:
https://doi.org/10.36676/sjmbt.v1i1.12Keywords:
NFT, Classification, CNN, NOISE REMOVALAbstract
Present research work is focused on NFT image classification using deep learning techniques. The classification task is extended by incorporating noise removal techniques in addition to image compression before employing the CNN model. After collecting and splitting the dataset, the images undergo both compression and noise removal processes to enhance their visual quality and reduce unwanted artifacts. The preprocessed images are then fed into a CNN model for training and evaluation. This approach aims to improve the model's ability to discern features in images by minimizing the impact of noise. The evaluation phase involves assessing the model's performance on the test set to determine its effectiveness in classifying NFT images after both compression and noise removal.
References
Gupta, M., Gupta, D., & Duggal, A. (2023). NFT Culture: A New Era. Scientific Journal of Metaverse and Blockchain Technologies, 1(1), 57–62. https://doi.org/10.36676/sjmbt.v1i1.08 DOI: https://doi.org/10.36676/sjmbt.v1i1.08
M. Gupta, “Reviewing the Relationship Between Blockchain and NFT With World Famous NFT Market Places”, SJMBT, vol. 1, no. 1, pp. 1–8, Dec. 2023.
R. Gupta, M. Gupta, and D. Gupta, “Role of Liquidity Pool in Stabilizing Value of Token”, SJMBT, vol. 1, no. 1, pp. 9–17, Dec. 2023. DOI: https://doi.org/10.36676/sjmbt.v1i1.02
M. GUPTA and D. Gupta, “Investigating Role of Blockchain in Making your Greetings Valuable”, URR, vol. 10, no. 4, pp. 69–74, Dec. 2023. DOI: https://doi.org/10.36676/urr.2023-v10i4-009
R. Issalh, A. Gupta, and M. Gupta, “PI NETWORK : A REVOLUTION”, SJMBT, vol. 1, no. 1, pp. 18–27, Dec. 2023. DOI: https://doi.org/10.36676/sjmbt.v1i1.03
A. Duggal, M. Gupta, and D. Gupta, “SIGNIFICANCE OF NFT AVTAARS IN METAVERSE AND THEIR PROMOTION: CASE STUDY”, SJMBT, vol. 1, no. 1, pp. 28–36, Dec. 2023. DOI: https://doi.org/10.36676/sjmbt.v1i1.04
M. Gupta, “Say No to Speculation in Crypto market during NFT trades: Technical and Financial Guidelines”, SJMBT, vol. 1, no. 1, pp. 37–42, Dec. 2023. DOI: https://doi.org/10.36676/sjmbt.v1i1.05
A. Singla, M. Singla, and M. Gupta, “Unpacking the Impact of Bitcoin Halving on the Crypto Market: Benefits and Limitations”, SJMBT, vol. 1, no. 1, pp. 43–50, Dec. 2023. DOI: https://doi.org/10.36676/sjmbt.v1i1.06
Gupta and P. Jain, “EXPECTED IMPACT OF DECENTRALIZATION USING BLOCKCHAIN BASED TECHNOLOGIES”, SJMBT, vol. 1, no. 1, pp. 51–56, Dec. 2023. DOI: https://doi.org/10.36676/sjmbt.v1i1.07
D. Gupta and S. Gupta, “Exploring world famous NFT Scripts: A Global Discovery”, SJMBT, vol. 1, no. 1, pp. 63–71, Dec. 2023. DOI: https://doi.org/10.36676/sjmbt.v1i1.09
M. Gupta, “Integration of IoT and Blockchain for user Authentication”, SJMBT, vol. 1, no. 1, pp. 72–84, Dec. 2023. DOI: https://doi.org/10.36676/sjmbt.v1i1.10
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