BiBench: Benchmarking and Analyzing Network Binarization

26 January 2023

Ziwei Liu

Xianglong Liu

Papers citing "BiBench: Benchmarking and Analyzing Network Binarization"

32 / 32 papers shown

Title
MPQ-DM: Mixed Precision Quantization for Extremely Low Bit Diffusion Models Weilun Feng Haotong Qin Chuanguang Yang Zhulin An Libo Huang Boyu Diao Fei Wang Renshuai Tao Y. Xu Michele Magno DiffM MQ 75 4 0 16 Dec 2024
Tiled Bit Networks: Sub-Bit Neural Network Compression Through Reuse of Learnable Binary Vectors Matt Gorbett Hossein Shirazi Indrakshi Ray MQ 30 0 0 16 Jul 2024
Binarized Diffusion Model for Image Super-Resolution Zheng Chen Haotong Qin Yong Guo Xiongfei Su Xin Yuan Linghe Kong Yulun Zhang DiffM 32 8 0 09 Jun 2024
BOLD: Boolean Logic Deep Learning Van Minh Nguyen Cristian Ocampo Aymen Askri Louis Leconte Ba-Hien Tran AI4CE 24 0 0 25 May 2024
SliM-LLM: Salience-Driven Mixed-Precision Quantization for Large Language Models Wei Huang Haotong Qin Yangdong Liu Yawei Li Xianglong Liu Luca Benini Michele Magno Xiaojuan Qi MQ 40 10 0 23 May 2024
Model Quantization and Hardware Acceleration for Vision Transformers: A Comprehensive Survey Dayou Du Gu Gong Xiaowen Chu MQ 26 5 0 01 May 2024
Trainable Fixed-Point Quantization for Deep Learning Acceleration on FPGAs Dingyi Dai Yichi Zhang Jiahao Zhang Zhanqiu Hu Yaohui Cai Qi Sun Zhiru Zhang MQ 46 6 0 31 Jan 2024
ARBiBench: Benchmarking Adversarial Robustness of Binarized Neural Networks Peng Zhao Jiehua Zhang Bowen Peng Longguang Wang Yingmei Wei Yu Liu Li Liu AAML 8 0 0 21 Dec 2023
Cosine Similarity Knowledge Distillation for Individual Class Information Transfer Gyeongdo Ham Seonghak Kim Suin Lee Jae-Hyeok Lee Daeshik Kim 11 5 0 24 Nov 2023
PB-LLM: Partially Binarized Large Language Models Yuzhang Shang Zhihang Yuan Qiang Wu Zhen Dong MQ 4 43 0 29 Sep 2023
RobustMQ: Benchmarking Robustness of Quantized Models Yisong Xiao Aishan Liu Tianyuan Zhang Haotong Qin Jinyang Guo Xianglong Liu MQ 13 15 0 04 Aug 2023
Neural Network Compression using Binarization and Few Full-Precision Weights F. M. Nardini Cosimo Rulli Salvatore Trani Rossano Venturini MQ 6 1 0 15 Jun 2023
GSB: Group Superposition Binarization for Vision Transformer with Limited Training Samples T. Gao Chengzhong Xu Le Zhang Hui Kong 17 4 0 13 May 2023
Benchmarking the Robustness of Quantized Models Yisong Xiao Tianyuan Zhang Shunchang Liu Haotong Qin AAML MQ 17 2 0 08 Apr 2023
Towards Accurate Post-Training Quantization for Vision Transformer Yifu Ding Haotong Qin Qing-Yu Yan Z. Chai Junjie Liu Xiaolin K. Wei Xianglong Liu MQ 47 66 0 25 Mar 2023
DDFM: Denoising Diffusion Model for Multi-Modality Image Fusion Zixiang Zhao Hao Bai Yuanzhi Zhu Jiangshe Zhang Shuang Xu Yulun Zhang K. Zhang Deyu Meng Radu Timofte Luc Van Gool DiffM MedIm 15 136 0 13 Mar 2023
BiFSMNv2: Pushing Binary Neural Networks for Keyword Spotting to Real-Network Performance Haotong Qin Xudong Ma Yifu Ding X. Li Yang Zhang Zejun Ma Jiakai Wang Jie Luo Xianglong Liu MQ 17 20 0 13 Nov 2022
BiT: Robustly Binarized Multi-distilled Transformer Zechun Liu Barlas Oğuz Aasish Pappu Lin Xiao Scott Yih Meng Li Raghuraman Krishnamoorthi Yashar Mehdad MQ 26 50 0 25 May 2022
Hardware-friendly Deep Learning by Network Quantization and Binarization Haotong Qin MQ 15 4 0 01 Dec 2021
A comprehensive review of Binary Neural Network Chunyu Yuan S. Agaian MQ 29 68 0 11 Oct 2021
Dual Attention Suppression Attack: Generate Adversarial Camouflage in Physical World Jiakai Wang Aishan Liu Zixin Yin Shunchang Liu Shiyu Tang Xianglong Liu AAML 133 191 0 01 Mar 2021
Diversifying Sample Generation for Accurate Data-Free Quantization Xiangguo Zhang Haotong Qin Yifu Ding Ruihao Gong Qing Yan Renshuai Tao Yuhang Li F. Yu Xianglong Liu MQ 47 89 0 01 Mar 2021
S2-BNN: Bridging the Gap Between Self-Supervised Real and 1-bit Neural Networks via Guided Distribution Calibration Zhiqiang Shen Zechun Liu Jie Qin Lei Huang Kwang-Ting Cheng Marios Savvides UQCV SSL MQ 239 22 0 17 Feb 2021
BinaryBERT: Pushing the Limit of BERT Quantization Haoli Bai Wei Zhang Lu Hou Lifeng Shang Jing Jin Xin Jiang Qun Liu Michael Lyu Irwin King MQ 138 183 0 31 Dec 2020
DIDFuse: Deep Image Decomposition for Infrared and Visible Image Fusion Zixiang Zhao Shuang Xu Chunxia Zhang Junmin Liu Pengfei Li Jiangshe Zhang 56 209 0 20 Mar 2020
BiDet: An Efficient Binarized Object Detector Ziwei Wang Ziyi Wu Jiwen Lu Jie Zhou MQ 36 64 0 09 Mar 2020
Forward and Backward Information Retention for Accurate Binary Neural Networks Haotong Qin Ruihao Gong Xianglong Liu Mingzhu Shen Ziran Wei F. Yu Jingkuan Song MQ 117 321 0 24 Sep 2019
Projection Convolutional Neural Networks for 1-bit CNNs via Discrete Back Propagation Jiaxin Gu Ce Li Baochang Zhang J. Han Xianbin Cao Jianzhuang Liu David Doermann 3DV 160 78 0 30 Nov 2018
GLUE: A Multi-Task Benchmark and Analysis Platform for Natural Language Understanding Alex Jinpeng Wang Amanpreet Singh Julian Michael Felix Hill Omer Levy Samuel R. Bowman ELM 294 6,927 0 20 Apr 2018
MobileNets: Efficient Convolutional Neural Networks for Mobile Vision Applications Andrew G. Howard Menglong Zhu Bo Chen Dmitry Kalenichenko Weijun Wang Tobias Weyand M. Andreetto Hartwig Adam 3DH 948 20,214 0 17 Apr 2017
PointNet: Deep Learning on Point Sets for 3D Classification and Segmentation C. Qi Hao Su Kaichun Mo Leonidas J. Guibas 3DH 3DPC 3DV PINN 210 13,886 0 02 Dec 2016
Adversarial examples in the physical world Alexey Kurakin Ian Goodfellow Samy Bengio SILM AAML 247 5,813 0 08 Jul 2016