Xiaofan Zhang

Most-cited papers

CSRNet: Dilated Convolutional Neural Networks for Understanding the Highly Congested Scenes
Yu-Hong Li, Xiaofan Zhang, De-Ming Chen
20182018 IEEE/CVF Conference on Computer Vision and Pattern Recognition1,700 citations Open access
Semantic Scholar
The Sixth Visual Object Tracking VOT2018 Challenge Results
M. Kristan, A. Leonardis, Jiri Matas, Michael Felsberg +151 more
2018ECCV Workshops804 citations Open access
Semantic Scholar
DNNBuilder: an Automated Tool for Building High-Performance DNN Hardware Accelerators for FPGAs
Xiaofan Zhang, Junsong Wang, Chao Zhu, Yonghua Lin +3 more
20182018 IEEE/ACM International Conference on Computer-Aided Design (ICCAD)373 citations
Semantic Scholar
FPGA/DNN Co-Design: An Efficient Design Methodology for 1oT Intelligence on the Edge
Cong Hao, Xiaofan Zhang, Yu-Hong Li, Sitao Huang +4 more
2019Design Automation Conference195 citations
Semantic Scholar
Cloud-DNN: An Open Framework for Mapping DNN Models to Cloud FPGAs
Yao Chen, Jiong He, Xiaofan Zhang, Cong Hao +1 more
2019Symposium on Field Programmable Gate Arrays126 citations
Semantic Scholar
DNNExplorer: A Framework for Modeling and Exploring a Novel Paradigm of FPGA-based DNN Accelerator
Xiaofan Zhang, Hanchen Ye, Junsong Wang, Yonghua Lin +3 more
20202020 IEEE/ACM International Conference On Computer Aided Design (ICCAD)108 citations
Semantic Scholar
SkyNet: a Hardware-Efficient Method for Object Detection and Tracking on Embedded Systems
Xiaofan Zhang, Hao-Ming Lu, Cong Hao, Jia-Chen Li +8 more
2019Conference on Machine Learning and Systems104 citations
Semantic Scholar
AutoDNNchip: An Automated DNN Chip Predictor and Builder for Both FPGAs and ASICs
Pengfei Xu, Xiaofan Zhang, Cong Hao, Yang Zhao +6 more
2020Symposium on Field Programmable Gate Arrays102 citations Open access
Semantic Scholar
Design Flow of Accelerating Hybrid Extremely Low Bit-Width Neural Network in Embedded FPGA
Junsong Wang, Qiuwen Lou, Xiaofan Zhang, Chao Zhu +2 more
2018International Conference on Field-Programmable Logic and Applications100 citations Open access
Semantic Scholar
EDD: Efficient Differentiable DNN Architecture and Implementation Co-search for Embedded AI Solutions
Yu-Hong Li, Cong Hao, Xiaofan Zhang, Xinheng Liu +4 more
2020Design Automation Conference86 citations Open access
Semantic Scholar
High-performance video content recognition with long-term recurrent convolutional network for FPGA
Xiaofan Zhang, Xinheng Liu, Anand Ramachandran, Chuanhao Zhuge +5 more
2017International Conference on Field-Programmable Logic and Applications80 citations
Semantic Scholar
HybridDNN: A Framework for High-Performance Hybrid DNN Accelerator Design and Implementation
Hanchen Ye, Xiaofan Zhang, Zhi-Ze Huang, Gengsheng Chen +1 more
2020Design Automation Conference77 citations Open access
Semantic Scholar
Machine learning on FPGAs to face the IoT revolution
Xiaofan Zhang, Anand Ramachandran, Chuanhao Zhuge, Di He +4 more
20172017 IEEE/ACM International Conference on Computer-Aided Design (ICCAD)75 citations
Semantic Scholar
SiamVGG: Visual Tracking using Deeper Siamese Networks
Yu-Hong Li, Xiaofan Zhang, De-Ming Chen
2019arXiv.org54 citations
Semantic Scholar
Face Recognition with Hybrid Efficient Convolution Algorithms on FPGAs
Chuanhao Zhuge, Xinheng Liu, Xiaofan Zhang, S. Gummadi +2 more
2018ACM Great Lakes Symposium on VLSI38 citations Open access
Semantic Scholar
T-DLA: An Open-source Deep Learning Accelerator for Ternarized DNN Models on Embedded FPGA
Yao Chen, Kai Zhang, Cheng Gong, Cong Hao +3 more
2019IEEE Computer Society Annual Symposium on VLSI36 citations
Semantic Scholar
Invited: New Solutions on LLM Acceleration, Optimization, and Application
Yingbing Huang, Lily Jiaxin Wan, Hanchen Ye, Manvi Jha +4 more
2024Design Automation Conference30 citations Open access
Semantic Scholar
Implementing neural machine translation with bi-directional GRU and attention mechanism on FPGAs using HLS
Qin Li, Xiaofan Zhang, Jinjun Xiong, W. Hwu +1 more
2019Asia and South Pacific Design Automation Conference30 citations
Semantic Scholar
Exploring HW/SW Co-Design for Video Analysis on CPU-FPGA Heterogeneous Systems
Xiaofan Zhang, Yuan Ma, Jinjun Xiong, W. Hwu +2 more
2022IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems27 citations Open access
Semantic Scholar
SkyNet: A Champion Model for DAC-SDC on Low Power Object Detection
Xiaofan Zhang, Cong Hao, Hao-Ming Lu, Jia-Chen Li +8 more
2019arXiv.org21 citations
Semantic Scholar
Efficient Methods for Mapping Neural Machine Translator on FPGAs
Qin Li, Xiaofan Zhang, Jinjun Xiong, W. Hwu +1 more
2021IEEE Transactions on Parallel and Distributed Systems20 citations Open access
Semantic Scholar
µL2Q: An Ultra-Low Loss Quantization Method for DNN Compression
Cheng Gong, Tao Li, Ye Lu, Cong Hao +3 more
2019IEEE International Joint Conference on Neural Network20 citations
Semantic Scholar
Algorithm/Accelerator Co-Design and Co-Search for Edge AI
Xiaofan Zhang, Yu-Hong Li, Junhao Pan, De-Ming Chen
2022IEEE Transactions on Circuits and Systems - II - Express Briefs19 citations Open access
Semantic Scholar
AutoDistill: an End-to-End Framework to Explore and Distill Hardware-Efficient Language Models
Xiaofan Zhang, Zong-Wei Zhou, De-Ming Chen, Yu Emma Wang
2022arXiv.org16 citations
Semantic Scholar
A-QED Verification of Hardware Accelerators
Eshan Singh, Florian Lonsing, Saranyu Chattopadhyay, Maxwell Strange +9 more
2020Design Automation Conference15 citations
Semantic Scholar
AutoAI2C: An Automated Hardware Generator for DNN Acceleration on Both FPGA and ASIC
Yong-An Zhang, Xiaofan Zhang, Pengfei Xu, Yang Zhao +3 more
2024IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems13 citations
Semantic Scholar
A Bi-Directional Co-Design Approach to Enable Deep Learning on IoT Devices
Xiaofan Zhang, Cong Hao, Yu-Hong Li, Yao Chen +3 more
2019arXiv.org12 citations
Semantic Scholar
YouHome System and Dataset: Making Your Home Know You Better
Junhao Pan, Zehua Yuan, Xiaofan Zhang, De-Ming Chen
2022International Symposium on Smart Electronic Systems11 citations
Semantic Scholar
F-CAD: A Framework to Explore Hardware Accelerators for Codec Avatar Decoding
Xiaofan Zhang, Dawei Wang, P. Chuang, Shugao Ma +2 more
2021Design Automation Conference11 citations Open access
Semantic Scholar
Effective Algorithm-Accelerator Co-design for AI Solutions on Edge Devices
Cong Hao, Yao Chen, Xiaofan Zhang, Yu-Hong Li +3 more
2020ACM Great Lakes Symposium on VLSI9 citations Open access
Semantic Scholar
EH-DNAS: End-to-End Hardware-aware Differentiable Neural Architecture Search
Qian-Yu Jiang, Xiaofan Zhang, De-Ming Chen, M. Do +1 more
2021arXiv.org8 citations
Semantic Scholar
Mixed Precision Post Training Quantization of Neural Networks with Sensitivity Guided Search
Clemens J. S. Schaefer, Elfie Guo, Caitlin Stanton, Xiaofan Zhang +6 more
2023arXiv.org6 citations Open access
Semantic Scholar
Augmenting Hessians with Inter-Layer Dependencies for Mixed-Precision Post-Training Quantization
Clemens J. S. Schaefer, Navid Lambert-Shirzad, Xiaofan Zhang, Chia-Wei Chou +6 more
2023arXiv.org5 citations Open access
Semantic Scholar
Scaling Up Hardware Accelerator Verification using A-QED with Functional Decomposition
Saranyu Chattopadhyay, Florian Lonsing, Luca Piccolboni, Deepraj Soni +11 more
2021Formal Methods in Computer-Aided Design5 citations Open access
Semantic Scholar
AccDNN: An IP-Based DNN Generator for FPGAs
Xiaofan Zhang, Junsong Wang, Chao Zhu, Yonghua Lin +3 more
2018IEEE Symposium on Field-Programmable Custom Computing Machines5 citations
Semantic Scholar
An energy efficient approach for C4.5 algorithm using OpenCL design flow
Hai Peng, Xiaofan Zhang, Le-Tian Huang
2017International Conference on Field-Programmable Technology5 citations
Semantic Scholar
Compilation and Optimizations for Efficient Machine Learning on Embedded Systems
Xiaofan Zhang, Yao Chen, Cong Hao, Sitao Huang +2 more
20223 citations
Semantic Scholar
Being-ahead: Benchmarking and Exploring Accelerators for Hardware-Efficient AI Deployment
Xiaofan Zhang, Hanchen Ye, De-Ming Chen
2021arXiv.org3 citations
Semantic Scholar
Exploring HW/SW Co-Optimizations for Accelerating Large-scale Texture Identification on Distributed GPUs
Junsong Wang, Xiaofan Zhang, Yu-Bo Li, Yonghua Lin
2021International Conference on Parallel Processing3 citations
Semantic Scholar
HomeSGN: A Smarter Home with Novel Rule Mining Enabled by a Scorer-Generator GAN
Zehua Yuan, Junhao Pan, Xiaofan Zhang, Deming Chen
2024Asia and South Pacific Design Automation Conference1 citations
Semantic Scholar
ICCAD: G: Bridge the Hardware-Software Gap: Exploring End-to-End Design Flows for Building Efficient AI Systems
Xiaofan Zhang
20220 citations
Semantic Scholar
Efficient Machine Learning, Compilers, and Optimizations for Embedded Systems
Xiaofan Zhang, Yao Chen, Cong Hao, Sitao Huang +2 more
2022arXiv.org0 citations Open access
Semantic Scholar
Machine learning on FPGAs to face the IoT revolution
Xiaofan Zhang, Anand Ramachandran, Chuanhao Zhuge, Di He +4 more
20172017 IEEE/ACM International Conference on Computer-Aided Design (ICCAD)0 citations
Semantic Scholar