Memristor-based storage system with convolutional autoencoder-based image compression network
Yulin Feng,
Yizhou Zhang,
Zheng Zhou
et al.
Abstract:The exponential growth of various complex images is putting tremendous pressure on storage systems. Here, we propose a memristor-based storage system with an integrated near-storage in-memory computing-based convolutional autoencoder compression network to boost the energy efficiency and speed of the image compression/retrieval and improve the storage density. We adopt the 4-bit memristor arrays to experimentally demonstrate the functions of the system. We propose a step-by-step quantization aware training sch… Show more
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