EXERCISE POSE PREDICTION USING CONVOLUTIONAL NEURAL NETWORK (CNN) AND RESIDUAL NETWORKS (ResNet)
Abstract
Image classification is broadly used in almost all the fields. It can be used in medical, military, surveillance and many other fields. In this paper, we carried out image classification for four classes of exercise poses. Out of all available methods for image classification, we chose neural networks for classification. The CNN and ResNet50 algorithms were implemented and results were included in this paper. This can be applied in various exercise related fields like exercise monitoring, exercise posture correctness, virtual exercise training, etc.
References
[2] Wang, D., & Wang, L. (2019). On OCT image classification via deep learning. IEEE Photonics Journal, 11(5), 1-14.
[3] Lee, H., & Kwon, H. (2017). Going deeper with contextual CNN for hyperspectral image classification. IEEE Transactions on Image Processing, 26(10), 4843-4855.
[4] Han, D., Liu, Q., & Fan, W. (2018). A new image classification method using CNN transfer learning and web data augmentation. Expert Systems with Applications, 95, 43-56.
[5] Pan, B., Shi, Z., & Xu, X. (2017). R-VCANet: A new deep-learning-based hyperspectral image classification method. IEEE Journal of selected topics in applied earth observations and remote sensing, 10(5), 1975-1986.
[6] Zhao, W., & Du, S. (2016). Spectral–spatial feature extraction for hyperspectral image classification: A dimension reduction and deep learning approach. IEEE Transactions on Geoscience and Remote Sensing, 54(8), 4544-4554.
[7] Wei, Y., Xia, W., Lin, M., Huang, J., Ni, B., Dong, J., ... & Yan, S. (2015). HCP: A flexible CNN framework for multi-label image classification. IEEE transactions on pattern analysis and machine intelligence, 38(9), 1901-1907.
[8] Mahajan, A., & Chaudhary, S. (2019, June). Categorical image classification based on representational deep network (RESNET). In 2019 3rd International conference on Electronics, Communication and Aerospace Technology (ICECA) (pp. 327-330). IEEE.
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