Concepedia

Dynamic Quantization

Dynamic Quantization is a quantization method that dynamically determines the scaling and shifting parameters for weight and activation tensors during inference, distinguishing itself from static quantization approaches by adapting these parameters to the input data distribution on a per-layer or per-tensor basis.

161

Publications

6.9K

Citations

407

Authors

196

Institutions

Publications per year

2017–2026

75

Parents

Publications

161

Quantization, Time Delays, and Nonlinear Stabilization

Daniel Liberzon · IEEE Transactions on Automatic Control · 2006 · 195 citations

, , +17

Automatic heterogeneous quantization of deep neural networks for low-latency inference on the edge for particle detectors

Nature Machine Intelligence · 2021 · 188 citations · Full text

, , +14

Moving Horizon Estimation With Unknown Inputs Under Dynamic Quantization Effects

Lei Zou, Zidong Wang, Jun Hu et al. · IEEE Transactions on Automatic Control · 2020 · 181 citations

, , +17

Fault Tolerant Control for Dynamic Positioning of Unmanned Marine Vehicles Based on T-S Fuzzy Model With Unknown Membership Functions

Li‐Ying Hao, He Zhang, Tieshan Li et al. · IEEE Transactions on Vehicular Technology · 2021 · 173 citations

, , +13

Optimal dynamic quantizers for discrete-valued input control

Shun‐ichi Azuma, Toshiharu Sugie · Automatica · 2007 · 170 citations

, , +11

1–5 of 161

Authors

407

  1. XC
    Xiao‐Heng Chang

    Bohai University, China

    9 publications · 498 citations

    9

    h-index

  2. TS
    Toshiharu Sugie

    Kyoto University, Japan

    8 publications · 440 citations

    8

    h-index

  3. SA
    Shun‐ichi Azuma

    Kyoto University, Japan

    8 publications · 440 citations

    8

    h-index

  4. ZW
    Zidong Wang

    Brunel University of London, United Kingdom

    6 publications · 394 citations

    6

    h-index

  5. NM
    Nasser M. Nasrabadi

    DEVCOM Army Research Laboratory, United States

    4 publications · 104 citations

    4

    h-index

1–5 of 407

Institutions

196

  1. Kyoto University

    Kyoto, Japan

    8 h-index

    18 publications

    935 citations

  2. Wuhan University of Science and Technology

    Wuhan, China

    8 h-index

    17 publications

    897 citations

  3. Brunel University of London

    London, United Kingdom

    6 h-index

    7 publications

    575 citations

  4. Nanyang Technological University

    Singapore, Singapore

    6 h-index

    8 publications

    383 citations

  5. North China Institute of Aerospace Engineering

    Langfang, China

    4 h-index

    4 publications

    189 citations

  6. Dalian University of Technology

    Dalian, China

    4 h-index

    10 publications

    543 citations

  7. Northeastern University

    Shenyang, China

    4 h-index

    4 publications

    290 citations

  8. Tsinghua University

    Beijing, China

    4 h-index

    15 publications

    677 citations

1–8 of 196

Venues

  1. IEEE Transactions on Automatic Control

    16 publications · 1.2K citations

    13

    h-index

  2. International Journal of Robust and Nonlinear Control

    IJRCEA · 5 publications · 256 citations

    5

    h-index

  3. Automatica

    4 publications · 361 citations

    4

    h-index

  4. IEEE Transactions on Signal Processing

    4 publications · 128 citations

    4

    h-index

  5. IEEE Transactions on Image Processing

    4 publications · 134 citations

    4

    h-index

1–5