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Title: :  Siamese Neural Networks for One-shot Image Recognition
PaperId: :  17079
Published in:   International Journal Of Advance Research And Innovative Ideas In Education
Publisher:   IJARIIE
e-ISSN:   2395-4396
Volume/Issue:    Volume 8 Issue 3 2022
DUI:    16.0415/IJARIIE-17079
Licence: :   IJARIIE is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.

Author NameAuthor Institute
Rupali DubeyRaj kumar Goel Institute of Technology
Rani GuptaRaj kumar Goel Institute of Technology
Akriti PandeyRaj kumar Goel Institute of Technology
Mrs. Shikha AgrawalRaj kumar Goel Institute of Technology

Abstract

Information Technology
: Siamese neural networks, machine learning, One-shot learning, image recognition, Omniglot data set
Learning excellent features for machine learning applications can be computationally expensive, and it can be difficult in situations when there is limited data. The one-shot learning setting is a classic example of this, in which we must accurately make predictions based on only one sample of each new class. We look at a strategy for learning Siamese neural networks that uses a unique structure to automatically priorities similarity between inputs in this research. After tuning a network, we can use powerful discriminative features to extend the network's predictive capacity not merely to fresh data, but to totally new classes from unknown distributions. We can generate strong results using a convolutional design that outperforms the competition.

Citations

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IJARIIE Rupali Dubey, Rani Gupta, Akriti Pandey, and Mrs. Shikha Agrawal. "Siamese Neural Networks for One-shot Image Recognition" International Journal Of Advance Research And Innovative Ideas In Education Volume 8 Issue 3 2022 Page 3630-3634
MLA Rupali Dubey, Rani Gupta, Akriti Pandey, and Mrs. Shikha Agrawal. "Siamese Neural Networks for One-shot Image Recognition." International Journal Of Advance Research And Innovative Ideas In Education 8.3(2022) : 3630-3634.
APA Rupali Dubey, Rani Gupta, Akriti Pandey, & Mrs. Shikha Agrawal. (2022). Siamese Neural Networks for One-shot Image Recognition. International Journal Of Advance Research And Innovative Ideas In Education, 8(3), 3630-3634.
Chicago Rupali Dubey, Rani Gupta, Akriti Pandey, and Mrs. Shikha Agrawal. "Siamese Neural Networks for One-shot Image Recognition." International Journal Of Advance Research And Innovative Ideas In Education 8, no. 3 (2022) : 3630-3634.
Oxford Rupali Dubey, Rani Gupta, Akriti Pandey, and Mrs. Shikha Agrawal. 'Siamese Neural Networks for One-shot Image Recognition', International Journal Of Advance Research And Innovative Ideas In Education, vol. 8, no. 3, 2022, p. 3630-3634. Available from IJARIIE, https://ijariie.com/AdminUploadPdf/Siamese_Neural_Networks_for_One_shot_Image_Recognition_ijariie17079.pdf (Accessed : ).
Harvard Rupali Dubey, Rani Gupta, Akriti Pandey, and Mrs. Shikha Agrawal. (2022) 'Siamese Neural Networks for One-shot Image Recognition', International Journal Of Advance Research And Innovative Ideas In Education, 8(3), pp. 3630-3634IJARIIE [Online]. Available at: https://ijariie.com/AdminUploadPdf/Siamese_Neural_Networks_for_One_shot_Image_Recognition_ijariie17079.pdf (Accessed : )
IEEE Rupali Dubey, Rani Gupta, Akriti Pandey, and Mrs. Shikha Agrawal, "Siamese Neural Networks for One-shot Image Recognition," International Journal Of Advance Research And Innovative Ideas In Education, vol. 8, no. 3, pp. 3630-3634, May-Jun 2022. [Online]. Available: https://ijariie.com/AdminUploadPdf/Siamese_Neural_Networks_for_One_shot_Image_Recognition_ijariie17079.pdf [Accessed : ].
Turabian Rupali Dubey, Rani Gupta, Akriti Pandey, and Mrs. Shikha Agrawal. "Siamese Neural Networks for One-shot Image Recognition." International Journal Of Advance Research And Innovative Ideas In Education [Online]. volume 8 number 3 ().
Vancouver Rupali Dubey, Rani Gupta, Akriti Pandey, and Mrs. Shikha Agrawal. Siamese Neural Networks for One-shot Image Recognition. International Journal Of Advance Research And Innovative Ideas In Education [Internet]. 2022 [Cited : ]; 8(3) : 3630-3634. Available from: https://ijariie.com/AdminUploadPdf/Siamese_Neural_Networks_for_One_shot_Image_Recognition_ijariie17079.pdf
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