Deep convolutional neural networks-based Hardware-Software on-chip system for computer vision applicationCNNFPGAAccelerationCo-designPYNQ-Z1Embedded vision systems are the best solutions for high-performance and
most present optical computing schemes are hardly scalable since the number of optical elements typically increases quadratically with the computational matrix size. Here, a compact on-chip optical convolutional processing unit is fabricated on a low-loss silicon nitride platform to demonstrate its capabi...
the four-class case) and in the presence of printer-induced variations and noise, the PDNN chip still achieves a high classification accuracy. As a point of comparison (in terms of classification accuracy), we used a standard convolutional neural network, implemented in the Python environment usin...
On-chip optical convolutional neural networks. 2018. ArXiv:1808.03303 17 Mahjoubfar A, Churkin D V, Barland S, et al. Time stretch and its applications. Nat Photon, 2017, 11: 341–351 18 Ng W, Rockwood T D, Sefler G A, et al. Demonstration of a large stretch-ratio (M = 41) ...
Soljacic, On-chip optical convolutional neural networks. arXiv preprint arXiv:1808.03303, (2018) C.V. Ramamoorthy, H.F. Li, Pipeline architecture. ACM Comput. Surv. 9, 61–102 (1977) Article MATH Google Scholar W. Luo, Y. Li, R. Urtasun, and R. Zemel, Understanding the effective ...
This paper presents a configurable convolutional neural network accelerator (CNNA) for a system-on-chip (SoC). The goal was to accelerate inference in different deep learning networks on an embedded SoC platform. The presented CNNA has a scalable architecture that uses high-level synthesis (HLS) ...
optical properties and lattice structure of crystalline and amorphous phase of Sb film are analyzed by optical spectroscopy and electron microscopy. By switching the phase of Sb film, the transmission of silicon waveguide is set to desired state, and an integrated photonic chip for convolutional ...
www.nature.com/scientificreports OPEN Self‑controlling photonic‑on‑chip networks with deep reinforcement learning Nguyen Do1, Dung Truong1, Duy Nguyen1, Minh Hoai2,3 & Cuong Pham1,3* We present a novel photonic chip design for high bandwidth four-degree optical switches ...
Fig. 1: Schematic and logic diagram of on-chip diffractive optical neural network (DONN). aSchematic of an on-chip DONN, each diffractive unit on a given layer acts as a secondary wave source, the amplitude and phase of which are determined by the product of the input wave and the compl...
英国皇家化学会出版的微型化研究领域期刊Lab on a Chip近日发表了主题为「微流控中的人工智能」(AI in Microfluidics) 的专题合辑,由本刊编委会成员东京大学Keisuke Goda 合田圭介教授、美国佐治亚理工Hang Lu教授、华中科技大学费鹏...