ZeroQ: A Novel Zero Shot Quantization Framework

1 January 2020

Zhen Dong

Papers citing "ZeroQ: A Novel Zero Shot Quantization Framework"

50 / 92 papers shown

Title
PDE: Gene Effect Inspired Parameter Dynamic Evolution for Low-light Image Enhancement Tong Li Lizhi Wang Hansen Feng Lin Zhu Hua Huang DiffM 29 0 0 14 May 2025
StableQuant: Layer Adaptive Post-Training Quantization for Speech Foundation Models Yeona Hong Hyewon Han Woo-Jin Chung Hong-Goo Kang MQ 33 0 0 21 Apr 2025
GranQ: Granular Zero-Shot Quantization with Channel-Wise Activation Scaling in QAT Inpyo Hong Youngwan Jo Hyojeong Lee Sunghyun Ahn Sanghyun Park MQ 62 0 0 24 Mar 2025
Semantics Prompting Data-Free Quantization for Low-Bit Vision Transformers Yunshan Zhong Yuyao Zhou Yuxin Zhang Shen Li Yong Li Rongrong Ji Zhanpeng Zeng Rongrong Ji MQ 94 0 0 31 Dec 2024
On the Impact of White-box Deployment Strategies for Edge AI on Latency and Model Performance Jaskirat Singh Bram Adams Ahmed E. Hassan VLM 43 0 0 01 Nov 2024
Data Generation for Hardware-Friendly Post-Training Quantization Lior Dikstein Ariel Lapid Arnon Netzer H. Habi MQ 154 0 0 29 Oct 2024
Self-calibration for Language Model Quantization and Pruning Miles Williams G. Chrysostomou Nikolaos Aletras MQ 144 0 0 22 Oct 2024
SANA: Efficient High-Resolution Image Synthesis with Linear Diffusion Transformers Enze Xie Junsong Chen Junyu Chen Han Cai Haotian Tang ... Zhekai Zhang Muyang Li Ligeng Zhu Yaojie Lu Song Han VLM 46 49 0 14 Oct 2024
Q-VLM: Post-training Quantization for Large Vision-Language Models Changyuan Wang Ziwei Wang Xiuwei Xu Yansong Tang Jie Zhou Jiwen Lu MQ 32 1 0 10 Oct 2024
QT-DoG: Quantization-aware Training for Domain Generalization Saqib Javed Hieu Le Mathieu Salzmann OOD MQ 30 1 0 08 Oct 2024
MimiQ: Low-Bit Data-Free Quantization of Vision Transformers with Encouraging Inter-Head Attention Similarity Kanghyun Choi Hyeyoon Lee Dain Kwon Sunjong Park Kyuyeun Kim Noseong Park Jinho Lee Jinho Lee MQ 48 1 0 29 Jul 2024
MetaAug: Meta-Data Augmentation for Post-Training Quantization Cuong Pham Hoang Anh Dung Cuong C. Nguyen Trung Le Dinh Q. Phung Gustavo Carneiro Thanh-Toan Do MQ 44 0 0 20 Jul 2024
ViDiT-Q: Efficient and Accurate Quantization of Diffusion Transformers for Image and Video Generation Tianchen Zhao Tongcheng Fang Haofeng Huang Enshu Liu Widyadewi Soedarmadji ... Shengen Yan Huazhong Yang Xuefei Ning Xuefei Ning Yu Wang MQ VGen 112 25 0 04 Jun 2024
Learning from Students: Applying t-Distributions to Explore Accurate and Efficient Formats for LLMs Jordan Dotzel Yuzong Chen Bahaa Kotb Sushma Prasad Gang Wu Sheng Li Mohamed S. Abdelfattah Zhiru Zhang 31 8 0 06 May 2024
On the Impact of Black-box Deployment Strategies for Edge AI on Latency and Model Performance Jaskirat Singh Emad Fallahzadeh Bram Adams Ahmed E. Hassan MQ 37 3 0 25 Mar 2024
CBQ: Cross-Block Quantization for Large Language Models Xin Ding Xiaoyu Liu Zhijun Tu Yun-feng Zhang Wei Li ... Hanting Chen Yehui Tang Zhiwei Xiong Baoqun Yin Yunhe Wang MQ 36 13 0 13 Dec 2023
FLIQS: One-Shot Mixed-Precision Floating-Point and Integer Quantization Search Jordan Dotzel Gang Wu Andrew Li M. Umar Yun Ni ... Liqun Cheng Martin G. Dixon N. Jouppi Quoc V. Le Sheng Li MQ 30 3 0 07 Aug 2023
MRQ:Support Multiple Quantization Schemes through Model Re-Quantization Manasa Manohara Sankalp Dayal Tarqi Afzal Rahul Bakshi Kahkuen Fu MQ 20 0 0 01 Aug 2023
Data-Free Quantization via Mixed-Precision Compensation without Fine-Tuning Jun Chen Shipeng Bai Tianxin Huang Mengmeng Wang Guanzhong Tian Y. Liu MQ 36 18 0 02 Jul 2023
Q-YOLO: Efficient Inference for Real-time Object Detection Mingze Wang H. Sun Jun Shi Xuhui Liu Baochang Zhang Xianbin Cao ObjD 42 8 0 01 Jul 2023
Quantizable Transformers: Removing Outliers by Helping Attention Heads Do Nothing Yelysei Bondarenko Markus Nagel Tijmen Blankevoort MQ 15 88 0 22 Jun 2023
LLM-QAT: Data-Free Quantization Aware Training for Large Language Models Zechun Liu Barlas Oğuz Changsheng Zhao Ernie Chang Pierre Stock Yashar Mehdad Yangyang Shi Raghuraman Krishnamoorthi Vikas Chandra MQ 51 188 0 29 May 2023
PTQD: Accurate Post-Training Quantization for Diffusion Models Yefei He Luping Liu Jing Liu Weijia Wu Hong Zhou Bohan Zhuang DiffM MQ 30 103 0 18 May 2023
Diversifying the High-level Features for better Adversarial Transferability Zhiyuan Wang Zeliang Zhang Siyuan Liang Xiaosen Wang AAML 46 18 0 20 Apr 2023
End-to-end codesign of Hessian-aware quantized neural networks for FPGAs and ASICs Javier Campos Zhen Dong Javier Mauricio Duarte A. Gholami Michael W. Mahoney Jovan Mitrevski Nhan Tran MQ 32 3 0 13 Apr 2023
A Unified Compression Framework for Efficient Speech-Driven Talking-Face Generation Bo-Kyeong Kim Jaemin Kang Daeun Seo Hancheol Park Shinkook Choi Hyoung-Kyu Song Hyungshin Kim Sungsu Lim 29 0 0 02 Apr 2023
Q-DETR: An Efficient Low-Bit Quantized Detection Transformer Sheng Xu Yanjing Li Mingbao Lin Penglei Gao Guodong Guo Jinhu Lu Baochang Zhang MQ 29 23 0 01 Apr 2023
Hard Sample Matters a Lot in Zero-Shot Quantization Huantong Li Xiangmiao Wu Fanbing Lv Daihai Liao Thomas H. Li Yonggang Zhang Bo Han Mingkui Tan MQ 24 20 0 24 Mar 2023
Solving Oscillation Problem in Post-Training Quantization Through a Theoretical Perspective Yuexiao Ma Huixia Li Xiawu Zheng Xuefeng Xiao Rui Wang Shilei Wen Xin Pan Rongrong Ji Rongrong Ji MQ 15 12 0 21 Mar 2023
Rotation Invariant Quantization for Model Compression Dor-Joseph Kampeas Yury Nahshan Hanoch Kremer Gil Lederman Shira Zaloshinski Zheng Li E. Haleva MQ 23 0 0 03 Mar 2023
Rethinking Data-Free Quantization as a Zero-Sum Game Biao Qian Yang Wang Richang Hong Meng Wang MQ 18 17 0 19 Feb 2023
Q-Diffusion: Quantizing Diffusion Models Xiuyu Li Yijia Liu Long Lian Hua Yang Zhen Dong Daniel Kang Shanghang Zhang Kurt Keutzer DiffM MQ 38 152 0 08 Feb 2023
ACQ: Improving Generative Data-free Quantization Via Attention Correction Jixing Li Xiaozhou Guo Benzhe Dai Guoliang Gong Min Jin Gang Chen Wenyu Mao Huaxiang Lu MQ 30 4 0 18 Jan 2023
Guided Hybrid Quantization for Object detection in Multimodal Remote Sensing Imagery via One-to-one Self-teaching Jiaqing Zhang Jie Lei Weiying Xie Yunsong Li Wenxuan Wang MQ 27 18 0 31 Dec 2022
Hyperspherical Quantization: Toward Smaller and More Accurate Models Dan Liu X. Chen Chen-li Ma Xue Liu MQ 30 3 0 24 Dec 2022
CSMPQ:Class Separability Based Mixed-Precision Quantization Ming-Yu Wang Taisong Jin Miaohui Zhang Zhengtao Yu MQ 28 0 0 20 Dec 2022
Towards Hardware-Specific Automatic Compression of Neural Networks Torben Krieger Bernhard Klein Holger Fröning MQ 27 2 0 15 Dec 2022
PD-Quant: Post-Training Quantization based on Prediction Difference Metric Jiawei Liu Lin Niu Zhihang Yuan Dawei Yang Xinggang Wang Wenyu Liu MQ 96 68 0 14 Dec 2022
CSQ: Growing Mixed-Precision Quantization Scheme with Bi-level Continuous Sparsification Lirui Xiao Huanrui Yang Zhen Dong Kurt Keutzer Li Du Shanghang Zhang MQ 27 10 0 06 Dec 2022
Make RepVGG Greater Again: A Quantization-aware Approach Xiangxiang Chu Liang Li Bo-Wen Zhang MQ 36 46 0 03 Dec 2022
NoisyQuant: Noisy Bias-Enhanced Post-Training Activation Quantization for Vision Transformers Yijiang Liu Huanrui Yang Zhen Dong Kurt Keutzer Li Du Shanghang Zhang MQ 31 46 0 29 Nov 2022
Post-training Quantization on Diffusion Models Yuzhang Shang Zhihang Yuan Bin Xie Bingzhe Wu Yan Yan DiffM MQ 15 159 0 28 Nov 2022
Long-Range Zero-Shot Generative Deep Network Quantization Yan Luo Yangcheng Gao Zhao Zhang Haijun Zhang Mingliang Xu Meng Wang MQ 31 9 0 13 Nov 2022
Realistic Bokeh Effect Rendering on Mobile GPUs, Mobile AI & AIM 2022 challenge: Report Andrey D. Ignatov Radu Timofte Jin Zhang Feng Zhang G. Yu ... Mingyang Qian Huixin Ma Yanan Li Xiaotao Wang Lei Lei 15 10 0 07 Nov 2022
Efficient and Accurate Quantized Image Super-Resolution on Mobile NPUs, Mobile AI & AIM 2022 challenge: Report Andrey D. Ignatov Radu Timofte Maurizio Denna Abdelbadie Younes Ganzorig Gankhuyag ... Jing Liu Garas Gendy Nabil Sabor J. Hou Guanghui He SupR MQ 23 31 0 07 Nov 2022
Efficient Single-Image Depth Estimation on Mobile Devices, Mobile AI & AIM 2022 Challenge: Report Andrey D. Ignatov Grigory Malivenko Radu Timofte Lukasz Treszczotko Xin-ke Chang ... Dongwon Park Seongmin Hong Joonhee Lee Seunggyu Lee Sengsub Chun 36 17 0 07 Nov 2022
Learned Smartphone ISP on Mobile GPUs with Deep Learning, Mobile AI & AIM 2022 Challenge: Report Andrey D. Ignatov Radu Timofte Shuai Liu Chaoyu Feng Furui Bai ... Xin Lou Wei Zhou Cong Pang Haina Qin Mingxuan Cai 27 23 0 07 Nov 2022
Outlier Suppression: Pushing the Limit of Low-bit Transformer Language Models Xiuying Wei Yunchen Zhang Xiangguo Zhang Ruihao Gong Shanghang Zhang Qi Zhang F. Yu Xianglong Liu MQ 33 145 0 27 Sep 2022
Analysis of Quantization on MLP-based Vision Models Lingran Zhao Zhen Dong Kurt Keutzer MQ 29 7 0 14 Sep 2022
PSAQ-ViT V2: Towards Accurate and General Data-Free Quantization for Vision Transformers Zhikai Li Mengjuan Chen Junrui Xiao Qingyi Gu ViT MQ 43 33 0 13 Sep 2022