Search Results for author: Yuan Du

Found 6 papers, 1 papers with code

EBM Life Cycle: MCMC Strategies for Synthesis, Defense, and Density Modeling

1 code implementation24 May 2022 Mitch Hill, Jonathan Mitchell, Chu Chen, Yuan Du, Mubarak Shah, Song-Chun Zhu

This work presents strategies to learn an Energy-Based Model (EBM) according to the desired length of its MCMC sampling trajectories.

Adversarial Defense Image Generation

Memory-Efficient CNN Accelerator Based on Interlayer Feature Map Compression

no code implementations12 Oct 2021 Zhuang Shao, Xiaoliang Chen, Li Du, Lei Chen, Yuan Du, Wei Zhuang, Huadong Wei, Chenjia Xie, Zhongfeng Wang

To maintain real-time processing in embedded systems, large on-chip memory is required to buffer the interlayer feature maps.

Quantization

A Streaming Accelerator for Deep Convolutional Neural Networks with Image and Feature Decomposition for Resource-limited System Applications

no code implementations15 Sep 2017 Yuan Du, Li Du, Yilei Li, Junjie Su, Mau-Chung Frank Chang

Deep convolutional neural networks (CNN) are widely used in modern artificial intelligence (AI) and smart vision systems but also limited by computation latency, throughput, and energy efficiency on a resource-limited scenario, such as mobile devices, internet of things (IoT), unmanned aerial vehicles (UAV), and so on.

A Reconfigurable Streaming Deep Convolutional Neural Network Accelerator for Internet of Things

no code implementations8 Jul 2017 Li Du, Yuan Du, Yilei Li, Mau-Chung Frank Chang

To implement image detection using CNN in the internet of things (IoT) devices, a streaming hardware accelerator is proposed.

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