Energy-Efficient FPGA Implementation of Power-of-2 Weights-Based Convolutional Neural Networks With Low Bit-Precision Input Images
Sign Up to like & getrecommendations! Published in 2023 at "IEEE Transactions on Circuits and Systems II: Express Briefs"
DOI: 10.1109/tcsii.2022.3216516
Abstract: Convolutional neural networks (CNNs) have performed exceptionally well on a variety of image classification tasks but need significant amount of memory and computational resources. In this brief, we propose a power-of-2 weights based CNN inference… read more here.
Keywords: neural networks; bit; weights based; power ... See more keywords
Weights-Based Image Demosaicking Using Posteriori Gradients and the Correlation of R-B Channels in High Frequency
Sign Up to like & getrecommendations! Published in 2019 at "Symmetry"
DOI: 10.3390/sym11050600
Abstract: In this paper, we propose a weights-based image demosaicking algorithm which is based on the Bayer pattern color filter array (CFA). When reconstructing the missing G components, the proposed algorithm uses weights based on posteriori… read more here.
Keywords: weights based; high frequency; channels high; posteriori gradients ... See more keywords