Search Results for author: Guoyang Chen

Found 5 papers, 1 papers with code

Unsupervised Image Fusion Method based on Feature Mutual Mapping

no code implementations25 Jan 2022 Dongyu Rao, Xiao-Jun Wu, Tianyang Xu, Guoyang Chen

We propose a feature mutual mapping fusion module and dual-branch multi-scale autoencoder.

Simple Augmentation Goes a Long Way: ADRL for DNN Quantization

no code implementations ICLR 2021 Lin Ning, Guoyang Chen, Weifeng Zhang, Xipeng Shen

This new strategy augments the neural networks in DRL with a complementary scheme to boost the performance of learning.

Quantization Reinforcement Learning (RL)

Regularized Training and Tight Certification for Randomized Smoothed Classifier with Provable Robustness

no code implementations17 Feb 2020 Huijie Feng, Chunpeng Wu, Guoyang Chen, Weifeng Zhang, Yang Ning

In this work, we derive a new regularized risk, in which the regularizer can adaptively encourage the accuracy and robustness of the smoothed counterpart when training the base classifier.

Sionnx: Automatic Unit Test Generator for ONNX Conformance

1 code implementation12 Jun 2019 Xinli Cai, Peng Zhou, Shuhan Ding, Guoyang Chen, Weifeng Zhang

Finally, through this easy-to-use specification language, we are able to build a full testing specification which leverages LLVM TableGen to automatically generate unit tests for ONNX operators with much large coverage.

Hardware-Guided Symbiotic Training for Compact, Accurate, yet Execution-Efficient LSTM

no code implementations30 Jan 2019 Hongxu Yin, Guoyang Chen, Yingmin Li, Shuai Che, Weifeng Zhang, Niraj K. Jha

In this work, we propose a hardware-guided symbiotic training methodology for compact, accurate, yet execution-efficient inference models.

Language Modelling Neural Network Compression +2

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