603 citations · 1.2k across the 70 of their papers we have counts for
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Learning to Detect Instantaneous Changes with Retrospective Convolution and Static Sample Synthesis
Chao Chen, Sheng Zhang, Cuibing Du
Change detection has been a challenging visual task due to the dynamic nature of real-world scenes. Good performance of existing methods depends largely on prior background images…
Cross-lingual Semantic Parsing
Sheng Zhang, Kevin Duh, Benjamin Van Durme
We introduce the task of cross-lingual semantic parsing: mapping content provided in a source language into a meaning representation based on a target language. We present: (1) a m…
FPGA Implementations of 3D-SIMD Processor Architecture for Deep Neural Networks Using Relative Indexed Compressed Sparse Filter Encoding Format and Stacked Filters Stationary Flow
Yuechao Gao, Nianhong Liu, Sheng Zhang
It is a challenging task to deploy computationally and memory intensive State-of-the-art deep neural networks (DNNs) on embedded systems with limited hardware resources and power b…
Stacked Filters Stationary Flow For Hardware-Oriented Acceleration Of Deep Convolutional Neural Networks
Yuechao Gao, Nianhong Liu, Sheng Zhang
To address memory and computation resource limitations for hardware-oriented acceleration of deep convolutional neural networks (CNNs), we present a computation flow, stacked filte…