An Energy-Efficient 3D Cross-Ring Accelerator With 3D-SRAM Cubes for Hybrid Deep Neural Networks
IEEE Journal on Emerging and Selected Topics in Circuits and Systems(2021)
摘要
Hybrid deep neural networks (DNNs) are utilized for various embedded applications and composed of convolution layers, fully connected layers and recurrent layers. However, hybrid-DNNs are difficult to be fully deployed to edge devices due to both memory-intensive and computation-intensive workloads. Additionally, the resource utilization of a hybrid-DNN accelerator is less than those of CNN accele...
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关键词
Random access memory,Three-dimensional displays,Feature extraction,System-on-chip,Stacking,Through-silicon vias,Energy efficiency
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