LAPTOP-Diff: Layer Pruning and Normalized Distillation for Compressing Diffusion Models

LAPTOP-Diff: Layer Pruning and Normalized Distillation for Compressing Diffusion Models

17 April 2024

Papers citing "LAPTOP-Diff: Layer Pruning and Normalized Distillation for Compressing Diffusion Models"

18 / 18 papers shown

Title
Channel Fingerprint Construction for Massive MIMO: A Deep Conditional Generative Approach Zhenzhou Jin Li You Xudong Li Zhen Gao Yuanwei Liu Xiang-Gen Xia Xiqi Gao DiffM 33 0 0 12 May 2025
Diffusion Model Quantization: A Review Qian Zeng Chenggong Hu Mingli Song Jie Song MQ 48 0 0 08 May 2025
Early-Bird Diffusion: Investigating and Leveraging Timestep-Aware Early-Bird Tickets in Diffusion Models for Efficient Training Lexington Whalen Zhenbang Du Haoran You Chaojian Li Sixu Li Yingyan 41 0 0 13 Apr 2025
DiTFastAttnV2: Head-wise Attention Compression for Multi-Modality Diffusion Transformers Hao Zhang R. Su Zhihang Yuan Pengtao Chen Mingzhu Shen Yibo Fan Shengen Yan Guohao Dai Yu Wang 41 0 0 28 Mar 2025
BlockDance: Reuse Structurally Similar Spatio-Temporal Features to Accelerate Diffusion Transformers Hui Zhang Tingwei Gao Jie Shao Zuxuan Wu 69 0 0 20 Mar 2025
Efficient Fine-Tuning and Concept Suppression for Pruned Diffusion Models Reza Shirkavand Peiran Yu Shangqian Gao Gowthami Somepalli Tom Goldstein Heng-Chiao Huang 113 1 0 13 Mar 2025
FasterCache: Training-Free Video Diffusion Model Acceleration with High Quality Zhengyao Lv Chenyang Si Junhao Song Zhenyu Yang Ping Luo Ziwei Liu Kwan-Yee K. Wong VGen DiffM 84 8 0 13 Mar 2025
Exposure Bias Reduction for Enhancing Diffusion Transformer Feature Caching Zhen Zou Hu Yu Jie Xiao Feng Zhao 45 0 0 10 Mar 2025
Cached Adaptive Token Merging: Dynamic Token Reduction and Redundant Computation Elimination in Diffusion Model Omid Saghatchian Atiyeh Gh. Moghadam Ahmad Nickabadi MoMe 49 1 0 03 Jan 2025
TCAQ-DM: Timestep-Channel Adaptive Quantization for Diffusion Models Haocheng Huang Jiaxin Chen Jinyang Guo Ruiyi Zhan Yunhong Wang DiffM MQ 80 1 0 21 Dec 2024
Collaborative Decoding Makes Visual Auto-Regressive Modeling Efficient Zigeng Chen Xinyin Ma Gongfan Fang Xinchao Wang VLM 89 5 0 26 Nov 2024
Multi-Modal Generative AI: Multi-modal LLM, Diffusion and Beyond Hong Chen Xin Wang Yuwei Zhou Bin Huang Yipeng Zhang Wei Feng Houlun Chen Zeyang Zhang Siao Tang Wenwu Zhu DiffM 55 7 0 23 Sep 2024
DKDM: Data-Free Knowledge Distillation for Diffusion Models with Any Architecture Qianlong Xiang Miao Zhang Yuzhang Shang Jianlong Wu Yan Yan Liqiang Nie DiffM 66 10 0 05 Sep 2024
AsyncDiff: Parallelizing Diffusion Models by Asynchronous Denoising Zigeng Chen Xinyin Ma Gongfan Fang Zhenxiong Tan Xinchao Wang 52 7 0 11 Jun 2024
Learning-to-Cache: Accelerating Diffusion Transformer via Layer Caching Xinyin Ma Gongfan Fang Michael Bi Mi Xinchao Wang 61 30 0 03 Jun 2024
$Δ$ -DiT: A Training-Free Acceleration Method Tailored for Diffusion Transformers Pengtao Chen Mingzhu Shen Peng Ye Jianjian Cao Chongjun Tu C. Bouganis Yiren Zhao Tao Chen 60 28 0 03 Jun 2024
UFOGen: You Forward Once Large Scale Text-to-Image Generation via Diffusion GANs Yanwu Xu Yang Zhao Zhisheng Xiao Tingbo Hou 137 107 0 14 Nov 2023
Pick-a-Pic: An Open Dataset of User Preferences for Text-to-Image Generation Yuval Kirstain Adam Polyak Uriel Singer Shahbuland Matiana Joe Penna Omer Levy EGVM 171 355 0 02 May 2023