Patch Similarity Aware Data-Free Quantization for Vision Transformers

Patch Similarity Aware Data-Free Quantization for Vision Transformers

4 March 2022

Liping Ma

Qingyi Gu

Papers citing "Patch Similarity Aware Data-Free Quantization for Vision Transformers"

15 / 15 papers shown

Title
UAV-Assisted Real-Time Disaster Detection Using Optimized Transformer Model Branislava Jankovic Sabina Jangirova Waseem Ullah Latif U. Khan Mohsen Guizani 31 0 0 21 Jan 2025
Semantics Prompting Data-Free Quantization for Low-Bit Vision Transformers Yunshan Zhong Yuyao Zhou Yuxin Zhang Shen Li Yong Li Fei Chao Zhanpeng Zeng Rongrong Ji MQ 94 0 0 31 Dec 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
K-Sort Arena: Efficient and Reliable Benchmarking for Generative Models via K-wise Human Preferences Zhikai Li Xuewen Liu Dongrong Fu Jianquan Li Qingyi Gu Kurt Keutzer Zhen Dong EGVM VGen DiffM 81 1 0 26 Aug 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 40 1 0 29 Jul 2024
RepQuant: Towards Accurate Post-Training Quantization of Large Transformer Models via Scale Reparameterization Zhikai Li Xuewen Liu Jing Zhang Qingyi Gu MQ 37 7 0 08 Feb 2024
QFT: Quantized Full-parameter Tuning of LLMs with Affordable Resources Zhikai Li Xiaoxuan Liu Banghua Zhu Zhen Dong Qingyi Gu Kurt Keutzer MQ 27 7 0 11 Oct 2023
Boost Vision Transformer with GPU-Friendly Sparsity and Quantization Chong Yu Tao Chen Zhongxue Gan Jiayuan Fan MQ ViT 25 21 0 18 May 2023
RepQ-ViT: Scale Reparameterization for Post-Training Quantization of Vision Transformers Zhikai Li Junrui Xiao Lianwei Yang Qingyi Gu MQ 20 80 0 16 Dec 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 32 0 13 Sep 2022
I-ViT: Integer-only Quantization for Efficient Vision Transformer Inference Zhikai Li Qingyi Gu MQ 46 94 0 04 Jul 2022
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 52 94 0 01 Mar 2021
Transformer in Transformer Kai Han An Xiao Enhua Wu Jianyuan Guo Chunjing Xu Yunhe Wang ViT 282 1,523 0 27 Feb 2021
Video Transformer Network Daniel Neimark Omri Bar Maya Zohar Dotan Asselmann ViT 193 421 0 01 Feb 2021
Transformers in Vision: A Survey Salman Khan Muzammal Naseer Munawar Hayat Syed Waqas Zamir F. Khan M. Shah ViT 225 2,428 0 04 Jan 2021