Comparing the performance of different optimizers in convolutional neural networks for leukocyte classification
Article Sidebar
This work is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.
Main Article Content
Abstract
This paper investigates the effectiveness of different optimizers for leukocyte classification in convolutional neural networks. We compare the performance of optimization functions supported by TensorFlow. Our experiment shows that “Adam” optimizer achieves the highest accuracy of 0.9844, followed by “RMS Prop” with 0.9776. The lowest accuracy of 0.4158 was achieved by “Gradient Descent”. Our study demonstrates the importance of selecting optimal optimizer for best performance in leukocyte classification tasks using CNNs on blood images.
Article Details
References
White Blood Cell Definition & Function (Apr 5, 2023) Britannica. Available at: https://www.britannica.com/science/white-blood-cell (Accessed: May 4, 2023).
Leukocytes (no date) Physiopedia. Available at: https://www.physio-pedia.com/Leukocytes (Accessed: May 4, 2023).
Review on classification algorithms in image processing (November, 2017) Manjula Kamalahasan, K Vijayarekha, P Vimaladevi. Available at: https://www.researchgate.net/publication/331319583_REVIEW_ON_ CLASSIFICATION_ALGORITHMS_IN_IMAGE_PROCESSING (Accessed: May 4, 2023).
Why Convolutional Neural Networks Are The Go-To Models In Deep Learning (September 25, 2018) Endless Origins. Available at: https://analyticsindiamag.com/why-convolutional-neural-networks-are-the-go-to-models-in-deep-learning/ (Accessed: May 4, 2023).
A Comprehensive Guide to Convolutional Neural Networks – the ELI5 way (December 15, 2018) Sumit Saha. Available at: https://saturncloud.io/blog/a-comprehensive-guide-to-convolutional-neural-networks-the-eli5-way/ (Accessed: May 4, 2023).
Blood Cell Images Dataset (2018) Paul Mooney on Kaggle. Available at: https://www.kaggle.com/datasets/paultimothymooney/blood-cells? sortBy=relevance&group=everyone&search=includeamin&pageSize=20&datasetId=9232 (Accessed: April 28, 2023).
Gradient Descent in Machine Learning: A Basic Introduction (March 27, 2023) Niklas Donges. Available at: https://builtin.com/data-science/gradient-descent (Accessed: May 4, 2023).
A Comprehensive Guide on Optimizers in Deep Learning (April 26, 2023) Ayush Gupta. Available at: https://www.analyticsvidhya.com/blog/ 2021/10/a-comprehensive-guide-on-deep-learning-optimizers/ (Accessed: May 4, 2023).