PTQ4SAM: Post-Training Quantization for Segment Anything

PTQ4SAM: Post-Training Quantization for Segment Anything

Computer Vision and Pattern Recognition (CVPR), 2024

6 May 2024

Jinyang Guo

Xianglong Liu

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

15 / 15 papers shown

Title
SLMQuant:Benchmarking Small Language Model Quantization for Practical Deployment Jiacheng Wang Yejun Zeng Jinyang Guo Yuqing Ma Aishan Liu Xianglong Liu MQ 257 1 0 17 Nov 2025
AccuQuant: Simulating Multiple Denoising Steps for Quantizing Diffusion Models Seunghoon Lee Jeongwoo Choi Byunggwan Son Jaehyeon Moon Jeimin Jeon Bumsub Ham DiffM MQ 196 0 0 23 Oct 2025
LLMC+: Benchmarking Vision-Language Model Compression with a Plug-and-play Toolkit Chengtao Lv Bilang Zhang Yang Yong Yazhe Niu Yushi Huang Shiqiao Gu Jiajun Wu Yumeng Shi Jinyang Guo Wenya Wang MLLM VLM 144 0 0 13 Aug 2025
VLMQ: Efficient Post-Training Quantization for Large Vision-Language Models via Hessian Augmentation Yufei Xue Yushi Huang Jiawei Shao Jun Zhang MQ VLM 90 1 0 05 Aug 2025
Dual Precision Quantization for Efficient and Accurate Deep Neural Networks Inference Tomer Gafni Asaf Karnieli Yair Hanani MQ 227 0 0 20 May 2025
Mix-QSAM: Mixed-Precision Quantization of the Segment Anything Model Navin Ranjan Andreas E. Savakis MQ VLM 318 0 0 08 May 2025
APHQ-ViT: Post-Training Quantization with Average Perturbation Hessian Based Reconstruction for Vision TransformersComputer Vision and Pattern Recognition (CVPR), 2025 Zhuguanyu Wu Jiayi Zhang Jiaxin Chen Jinyang Guo Di Huang Yunhong Wang MQ 304 6 0 03 Apr 2025
SAQ-SAM: Semantically-Aligned Quantization for Segment Anything Model Jing Zhang Zhiyu Li Chengzhi Hu Xuewen Liu Qingyi Gu VLM MQ 181 0 0 09 Mar 2025
AHCPTQ: Accurate and Hardware-Compatible Post-Training Quantization for Segment Anything Model Wenlun Zhang Yunshan Zhong Shimpei Ando Kentaro Yoshioka VLM MQ 437 1 0 05 Mar 2025
PTSBench: A Comprehensive Post-Training Sparsity Benchmark Towards Algorithms and ModelsACM Multimedia (MM), 2024 Zining Wnag Jinpei Guo Yazhe Niu Yang Yong Aishan Liu Yushi Huang Jiaheng Liu Xianglong Liu 257 7 0 10 Dec 2024
LLMCBench: Benchmarking Large Language Model Compression for Efficient DeploymentNeural Information Processing Systems (NeurIPS), 2024 Ge Yang Changyi He Jinpei Guo Jianyu Wu Yifu Ding Aishan Liu Haotong Qin Pengliang Ji Xianglong Liu MQ 219 9 0 28 Oct 2024
On Efficient Variants of Segment Anything Model: A SurveyInternational Journal of Computer Vision (IJCV), 2024 Xiaorui Sun Jing Liu Jikang Cheng Xiaofeng Zhu Ping Hu VLM 417 18 0 07 Oct 2024
Privacy-Preserving SAM Quantization for Efficient Edge Intelligence in Healthcare Zhikai Li Jing Zhang Qingyi Gu MedIm 239 3 0 14 Sep 2024
QVD: Post-training Quantization for Video Diffusion Models Shilong Tian Hong Chen Chengtao Lv Yu Liu Jinyang Guo Xianglong Liu Shengxi Li Hao Yang Tao Xie VGen MQ 216 12 0 16 Jul 2024
One Neuron Saved Is One Neuron Earned: On Parametric Efficiency of Quadratic NetworksIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2023 Fenglei Fan Hangcheng Dong Zhongming Wu Lecheng Ruan T. Zeng Yiming Cui Jing-Xiao Liao 148 11 0 11 Mar 2023