Geng Yuan

Non-Structured DNN Weight Pruning—Is It Beneficial in Any Platform?

Xiaolong Ma, Sheng Lin, Shaokai Ye et al. · IEEE Transactions on Neural Networks and Learning Systems · 2021 · 92 citations · Full text

Any Platform, Weight Quantization, Engineering +12

YOLObile: Real-Time Object Detection on Mobile Devices via Compression-Compilation Co-Design

Yuxuan Cai, Hongjia Li, Geng Yuan et al. · Proceedings of the AAAI Conference on Artificial Intelligence · 2021 · 84 citations · Full text

Lossy Compression, Engineering, Hardware Algorithm +21

FORMS: Fine-grained Polarized ReRAM-based In-situ Computation for Mixed-signal DNN Accelerator

Geng Yuan, Payman Behnam, Zhengang Li et al. · 2021 · 68 citations

Mixed-signal Dnn Accelerator, Engineering, Computer Architecture +17

Auto-ViT-Acc: An FPGA-Aware Automatic Acceleration Framework for Vision Transformer with Mixed-Scheme Quantization

Zhengang Li, Mengshu Sun, Alec Lu et al. · 2022 · 62 citations

Model Quantization, Image Analysis, Machine Vision +14

An Ultra-Efficient Memristor-Based DNN Framework with Structured Weight Pruning and Quantization Using ADMM

Geng Yuan, Xiaolong Ma, Caiwen Ding et al. · 2019 · 57 citations

Engineering, Computer Architecture, Weight Pruning +16