Liang-Chieh Chen

Research topics

• Advanced Neural Network Applications · 3 papers
• Anomaly Detection Techniques and Applications · 1 paper
• Adversarial Robustness in Machine Learning · 1 paper
• Advanced Image and Video Retrieval Techniques · 1 paper
• Robotics and Sensor-Based Localization · 1 paper
• Video Surveillance and Tracking Methods · 1 paper

Frequent co-authors

• Mark Sandler · 2 papers
• Andrew Howard · 2 papers
• Menglong Zhu · 1 paper
• Andrey Zhmoginov · 1 paper
• George Papandreou · 1 paper
• Iasonas Kokkinos · 1 paper
• Kevin P. Murphy · 1 paper
• Alan Yuille · 1 paper

Papers

1. MobileNetV2: Inverted Residuals and Linear Bottlenecks2018 · 26,887 citations

   In this paper we describe a new mobile architecture, MobileNetV2, that improves the state of the art performance of mobile models on multiple tasks and benchmarks as well as across a spectrum of different model sizes. We also describe efficient…

2. DeepLab: Semantic Image Segmentation with Deep Convolutional Nets, Atrous Convolution, and Fully Connected CRFsIEEE Transactions on Pattern Analysis and Machine Intelligence · 2017 · 22,729 citations

   In this work we address the task of semantic image segmentation with Deep Learning and make three main contributions that are experimentally shown to have substantial practical merit. First, we highlight convolution with upsampled filters, or 'atrous convolution', as a…

3. Searching for MobileNetV32019 · 9,497 citations

   We present the next generation of MobileNets based on a combination of complementary search techniques as well as a novel architecture design. MobileNetV3 is tuned to mobile phone CPUs through a combination of hardware-aware network architecture search (NAS) complemented by…