Layer-Wise Filter Thresholding Based CNN Pruning for Efficient IoT Edge Implementations

Author:

Kalyanam Lakshmi KavyaORCID,Joshi RajeevORCID,Katkoori SrinivasORCID

Publisher

Springer Nature Switzerland

Reference21 articles.

1. Anwar, S., Hwang, K., Sung, W.: Structured pruning of deep convolutional neural networks. CoRR abs/1512.08571 (2015). http://arxiv.org/abs/1512.08571

2. Gholami, A., Kim, S., Dong, Z., Yao, Z., Mahoney, M.W., Keutzer, K.: A survey of quantization methods for efficient neural network inference. CoRR abs/2103.13630 (2021). https://arxiv.org/abs/2103.13630

3. Han, S., Mao, H., Dally, W.J.: Deep compression: compressing deep neural network with pruning, trained quantization and Huffman coding. In: Bengio, Y., LeCun, Y. (eds.) 4th International Conference on Learning Representations, ICLR 2016, San Juan, Puerto Rico, 2–4 May 2016, Conference Track Proceedings (2016). http://arxiv.org/abs/1510.00149

4. Han, S., Pool, J., Tran, J., Dally, W.: Learning both weights and connections for efficient neural network. In: Advances in Neural Information Processing Systems, pp. 1135–1143 (2015)

5. Howard, A.G., et al.: Mobilenets: efficient convolutional neural networks for mobile vision applications. CoRR abs/1704.04861 (2017). http://arxiv.org/abs/1704.04861

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1. Edge-Driven Intelligence: A Hybrid Machine Learning Strategy for IoT Edge Nodes;2023 First International Conference on Cyber Physical Systems, Power Electronics and Electric Vehicles (ICPEEV);2023-09-28

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