PTQ4SAM: Post-Training Quantization for Segment Anything

6 May 2024

Jinyang Guo

Xianglong Liu

Papers citing "PTQ4SAM: Post-Training Quantization for Segment Anything"

29 / 29 papers shown

Title
DB-LLM: Accurate Dual-Binarization for Efficient LLMs Hong Chen Chengtao Lv Liang Ding Haotong Qin Xiabin Zhou ... Xuebo Liu Min Zhang Jinyang Guo Xianglong Liu Dacheng Tao MQ 39 22 0 19 Feb 2024
TinySAM: Pushing the Envelope for Efficient Segment Anything Model Han Shu Wenshuo Li Yehui Tang Yiman Zhang Yihao Chen Houqiang Li Yunhe Wang Xinghao Chen VLM 74 21 0 21 Dec 2023
Follow Anything: Open-set detection, tracking, and following in real-time Alaa Maalouf Ninad Jadhav Krishna Murthy Jatavallabhula Makram Chahine Daniel M.Vogt Robert J. Wood Antonio Torralba Daniela Rus 45 24 0 10 Aug 2023
Segment Anything in High Quality Lei Ke Mingqiao Ye Martin Danelljan Yifan Liu Yu-Wing Tai Chi-Keung Tang Feng Yu VLM 99 329 0 02 Jun 2023
Detect Any Shadow: Segment Anything for Video Shadow Detection Yonghui Wang Wen-gang Zhou Yunyao Mao Houqiang Li VLM 53 24 0 26 May 2023
Personalize Segment Anything Model with One Shot Renrui Zhang Zhengkai Jiang Ziyu Guo Shilin Yan Junting Pan Xianzheng Ma Hao Dong Peng Gao Hongsheng Li MLLM VLM 90 216 0 04 May 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 92 69 0 25 Mar 2023
Post-training Quantization on Diffusion Models Yuzhang Shang Zhihang Yuan Bin Xie Bingzhe Wu Yan Yan DiffM MQ 89 175 0 28 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 68 151 0 27 Sep 2022
LLM.int8(): 8-bit Matrix Multiplication for Transformers at Scale Tim Dettmers M. Lewis Younes Belkada Luke Zettlemoyer MQ 76 649 0 15 Aug 2022
QDrop: Randomly Dropping Quantization for Extremely Low-bit Post-Training Quantization Xiuying Wei Ruihao Gong Yuhang Li Xianglong Liu F. Yu MQ VLM 63 174 0 11 Mar 2022
DINO: DETR with Improved DeNoising Anchor Boxes for End-to-End Object Detection Hao Zhang Feng Li Shilong Liu Lei Zhang Hang Su Jun Zhu L. Ni H. Shum ViT 153 1,428 0 07 Mar 2022
BLIP: Bootstrapping Language-Image Pre-training for Unified Vision-Language Understanding and Generation Junnan Li Dongxu Li Caiming Xiong Guosheng Lin MLLM BDL VLM CLIP 490 4,324 0 28 Jan 2022
High-Resolution Image Synthesis with Latent Diffusion Models Robin Rombach A. Blattmann Dominik Lorenz Patrick Esser Bjorn Ommer 3DV 351 15,373 0 20 Dec 2021
FQ-ViT: Post-Training Quantization for Fully Quantized Vision Transformer Yang Lin Tianyu Zhang Peiqin Sun Zheng Li Shuchang Zhou ViT MQ 50 154 0 27 Nov 2021
YOLOX: Exceeding YOLO Series in 2021 Zheng Ge Songtao Liu Feng Wang Zeming Li Jian Sun ObjD 124 4,065 0 18 Jul 2021
A White Paper on Neural Network Quantization Markus Nagel Marios Fournarakis Rana Ali Amjad Yelysei Bondarenko M. V. Baalen Tijmen Blankevoort MQ 67 532 0 15 Jun 2021
SegFormer: Simple and Efficient Design for Semantic Segmentation with Transformers Enze Xie Wenhai Wang Zhiding Yu Anima Anandkumar J. Álvarez Ping Luo ViT 235 4,990 0 31 May 2021
Dual Attention Suppression Attack: Generate Adversarial Camouflage in Physical World Jiakai Wang Aishan Liu Zixin Yin Shunchang Liu Shiyu Tang Xianglong Liu AAML 175 198 0 01 Mar 2021
BRECQ: Pushing the Limit of Post-Training Quantization by Block Reconstruction Yuhang Li Ruihao Gong Xu Tan Yang Yang Peng Hu Qi Zhang F. Yu Wei Wang Shi Gu MQ 102 433 0 10 Feb 2021
Up or Down? Adaptive Rounding for Post-Training Quantization Markus Nagel Rana Ali Amjad M. V. Baalen Christos Louizos Tijmen Blankevoort MQ 61 575 0 22 Apr 2020
Integer Quantization for Deep Learning Inference: Principles and Empirical Evaluation Hao Wu Patrick Judd Xiaojie Zhang Mikhail Isaev Paulius Micikevicius MQ 74 356 0 20 Apr 2020
Channel Pruning Guided by Classification Loss and Feature Importance Jinyang Guo Wanli Ouyang Dong Xu 51 54 0 15 Mar 2020
BiDet: An Efficient Binarized Object Detector Ziwei Wang Ziyi Wu Jiwen Lu Jie Zhou MQ 83 65 0 09 Mar 2020
FCOS: Fully Convolutional One-Stage Object Detection Zhi Tian Chunhua Shen Hao Chen Tong He ObjD 114 4,997 0 02 Apr 2019
Quantization and Training of Neural Networks for Efficient Integer-Arithmetic-Only Inference Benoit Jacob S. Kligys Bo Chen Menglong Zhu Matthew Tang Andrew G. Howard Hartwig Adam Dmitry Kalenichenko MQ 136 3,111 0 15 Dec 2017
DOTA: A Large-scale Dataset for Object Detection in Aerial Images Gui-Song Xia X. Bai Jian Ding Zhen Zhu Serge J. Belongie Jiebo Luo Mihai Datcu Marcello Pelillo Liangpei Zhang ObjD 121 2,166 0 28 Nov 2017
Faster R-CNN: Towards Real-Time Object Detection with Region Proposal Networks Shaoqing Ren Kaiming He Ross B. Girshick Jian Sun AIMat ObjD 465 62,122 0 04 Jun 2015
Microsoft COCO: Common Objects in Context Nayeon Lee Michael Maire Serge J. Belongie Lubomir Bourdev Ross B. Girshick James Hays Pietro Perona Deva Ramanan C. L. Zitnick Piotr Dollár ObjD 371 43,524 0 01 May 2014