Xiangzhong Luo

Publication Activity (10 Years)

Years Active: 2013-2024
Publications (10 Years): 29

Top Topics

Neural Architecture

Redundancy Reduction

Top Venues

IEEE Trans. Comput. Aided Des. Integr. Circuits Syst.

ACM Trans. Embed. Comput. Syst.

Publications

Xiangzhong Luo, Di Liu, Hao Kong, Shuo Huai, Hui Chen, Shiqing Li, Guochu Xiong, Weichen Liu
Pearls Hide Behind Linearity: Simplifying Deep Convolutional Networks for Embedded Hardware Systems via Linearity Grafting. ASPDAC (2024)
Shuo Huai, Hao Kong, Shiqing Li, Xiangzhong Luo, Ravi Subramaniam, Christian Makaya, Qian Lin, Weichen Liu
EvoLP: Self-Evolving Latency Predictor for Model Compression in Real-Time Edge Systems. IEEE Embed. Syst. Lett. 16 (2) (2024)
Hui Chen, Di Liu, Shiqing Li, Shuo Huai, Xiangzhong Luo, Weichen Liu
MUGNoC: A Software-Configured Multicast-Unicast-Gather NoC for Accelerating CNN Dataflows. ASP-DAC (2023)
Xiangzhong Luo, Di Liu, Hao Kong, Shuo Huai, Hui Chen, Weichen Liu
LightNAS: On Lightweight and Scalable Neural Architecture Search for Embedded Platforms. IEEE Trans. Comput. Aided Des. Integr. Circuits Syst. 42 (6) (2023)
Shuo Huai, Di Liu, Xiangzhong Luo, Hui Chen, Weichen Liu, Ravi Subramaniam
Crossbar-Aligned & Integer-Only Neural Network Compression for Efficient in-Memory Acceleration. ASP-DAC (2023)
Xiangzhong Luo, Di Liu, Hao Kong, Shuo Huai, Hui Chen, Weichen Liu
SurgeNAS: A Comprehensive Surgery on Hardware-Aware Differentiable Neural Architecture Search. IEEE Trans. Computers 72 (4) (2023)
Hao Kong, Xiangzhong Luo, Shuo Huai, Di Liu, Ravi Subramaniam, Christian Makaya, Qian Lin, Weichen Liu
EMNAPE: Efficient Multi-Dimensional Neural Architecture Pruning for EdgeAI. DATE (2023)
Shuo Huai, Hao Kong, Xiangzhong Luo, Shiqing Li, Ravi Subramaniam, Christian Makaya, Qian Lin, Weichen Liu
CRIMP: Compact & Reliable DNN Inference on In-Memory Processing via Crossbar-Aligned Compression and Non-ideality Adaptation. ACM Trans. Embed. Comput. Syst. 22 (5s) (2023)
Shuo Huai, Hao Kong, Xiangzhong Luo, Di Liu, Ravi Subramaniam, Christian Makaya, Qian Lin, Weichen Liu
On Hardware-Aware Design and Optimization of Edge Intelligence. IEEE Des. Test 40 (6) (2023)
Hao Kong, Di Liu, Shuo Huai, Xiangzhong Luo, Ravi Subramaniam, Christian Makaya, Qian Lin, Weichen Liu
EdgeCompress: Coupling Multidimensional Model Compression and Dynamic Inference for EdgeAI. IEEE Trans. Comput. Aided Des. Integr. Circuits Syst. 42 (12) (2023)
Hao Kong, Di Liu, Xiangzhong Luo, Shuo Huai, Ravi Subramaniam, Christian Makaya, Qian Lin, Weichen Liu
Towards Efficient Convolutional Neural Network for Embedded Hardware via Multi-Dimensional Pruning. DAC (2023)
Shiqing Li, Shien Zhu, Xiangzhong Luo, Tao Luo, Weichen Liu
An Efficient Sparse LSTM Accelerator on Embedded FPGAs with Bandwidth-Oriented Pruning. FPL (2023)
Xiangzhong Luo, Di Liu, Hao Kong, Shuo Huai, Hui Chen, Weichen Liu
You only search once: on lightweight differentiable architecture search for resource-constrained embedded platforms. DAC (2022)
Xiangzhong Luo, Di Liu, Shuo Huai, Hao Kong, Hui Chen, Weichen Liu
Designing Efficient DNNs via Hardware-Aware Neural Architecture Search and Beyond. IEEE Trans. Comput. Aided Des. Integr. Circuits Syst. 41 (6) (2022)
Hao Kong, Di Liu, Shuo Huai, Xiangzhong Luo, Weichen Liu, Ravi Subramaniam, Christian Makaya, Qian Lin
Smart Scissor: Coupling Spatial Redundancy Reduction and CNN Compression for Embedded Hardware. ICCAD (2022)
Xiangzhong Luo, Di Liu, Hao Kong, Shuo Huai, Hui Chen, Weichen Liu
Work-in-Progress: What to Expect of Early Training Statistics? An Investigation on Hardware-Aware Neural Architecture Search. CODES+ISSS (2022)
Shuo Huai, Di Liu, Hao Kong, Xiangzhong Luo, Weichen Liu, Ravi Subramaniam, Christian Makaya, Qian Lin
Collate: Collaborative Neural Network Learning for Latency-Critical Edge Systems. ICCD (2022)
Hao Kong, Di Liu, Xiangzhong Luo, Weichen Liu, Ravi Subramaniam
HACScale: Hardware-Aware Compound Scaling for Resource-Efficient DNNs. ASP-DAC (2022)
Xiangzhong Luo, Di Liu, Hao Kong, Shuo Huai, Hui Chen, Weichen Liu
You Only Search Once: On Lightweight Differentiable Architecture Search for Resource-Constrained Embedded Platforms. CoRR (2022)
Di Liu, Hao Kong, Xiangzhong Luo, Weichen Liu, Ravi Subramaniam
Bringing AI to edge: From deep learning's perspective. Neurocomputing 485 (2022)
Hui Chen, Peng Chen, Xiangzhong Luo, Shuo Huai, Weichen Liu
LAMP: Load-Balanced Multipath Parallel Transmission in Point-to-Point NoCs. IEEE Trans. Comput. Aided Des. Integr. Circuits Syst. 41 (12) (2022)
Xiangzhong Luo, Di Liu, Shuo Huai, Weichen Liu
HSCoNAS: Hardware-Software Co-Design of Efficient DNNs via Neural Architecture Search. DATE (2021)
Xiangzhong Luo, Di Liu, Shuo Huai, Weichen Liu
HSCoNAS: Hardware-Software Co-Design of Efficient DNNs via Neural Architecture Search. CoRR (2021)
Hui Chen, Zihao Zhang, Peng Chen, Xiangzhong Luo, Shiqing Li, Weichen Liu
MARCO: A High-performance Task Mapping and Routing Co-optimization Framework for Point-to-Point NoC-based Heterogeneous Computing Systems. ACM Trans. Embed. Comput. Syst. 20 (5s) (2021)
Xiangzhong Luo, Di Liu, Hao Kong, Weichen Liu
EdgeNAS: Discovering Efficient Neural Architectures for Edge Systems. ICCD (2020)
Di Liu, Hao Kong, Xiangzhong Luo, Weichen Liu, Ravi Subramaniam
Bringing AI To Edge: From Deep Learning's Perspective. CoRR (2020)
Xiangzhong Luo, H. K. Luan Duong, Weichen Liu
Person Re-Identification Via Pose-Aware Multi-Semantic Learning. ICME (2020)
Zhenyu Wang, Xiangzhong Luo, Zheng Gong
Application of Deep Learning in Analog Circuit Sizing. CSAI/ICIMT (2018)
Qingmiao Ma, Jing M. Chen, Yingjie Li, Holly Croft, Xiangzhong Luo, Ting Zheng, Sophia Zamaria
Leaf chlorophyll content estimation from sentinel-2 MSI data. IGARSS (2017)
Lijuan Miao, Yibo Luan, Xiangzhong Luo, Qiang Liu, John C. Moore, Reshmita Nath, Bin He, Feng Zhu, Xuefeng Cui
Analysis of the Phenology in the Mongolian Plateau by Inter-Comparison of Global Vegetation Datasets. Remote. Sens. 5 (10) (2013)
Xiangzhong Luo, Xiaoqiu Chen, Lin Xu, Ranga B. Myneni, Zaichun Zhu
Assessing Performance of NDVI and NDVI3g in Monitoring Leaf Unfolding Dates of the Deciduous Broadleaf Forest in Northern China. Remote. Sens. 5 (2) (2013)