图像生成 - arXivDaily 专题

2407.16142 2024-07-24 cs.LG cs.AI cs.CV cs.RO 79%

Diffusion Models as Optimizers for Efficient Planning in Offline RL

Renming Huang, Yunqiang Pei, Guoqing Wang, Yangming Zhang, Yang Yang, Peng Wang, Hengtao Shen

专题命中效率与蒸馏：diffusion(title,abstract)；分类 cs.CV

Comments The paper was accepted by ECCV2024

2401.04339 2024-07-19 cs.CV cs.AI 79%

Memory-Efficient Fine-Tuning for Quantized Diffusion Model

Hyogon Ryu, Seohyun Lim, Hyunjung Shim

专题命中效率与蒸馏：diffusion(title,abstract)；分类 cs.CV

Comments Accepted by ECCV2024. Code will be released at https://github.com/ugonfor/TuneQDM

2407.08256 2024-07-12 eess.IV cs.CV cs.LG 79%

Adaptive Compressed Sensing with Diffusion-Based Posterior Sampling

Noam Elata, Tomer Michaeli, Michael Elad

专题命中效率与蒸馏：diffusion(title,abstract)；分类 cs.CV

Comments Published in European Conference on Computer Vision (ECCV) 2024

2407.06095 2024-07-09 cs.CV eess.IV 79%

Accelerating Diffusion for SAR-to-Optical Image Translation via Adversarial Consistency Distillation

Xinyu Bai, Feng Xu

专题命中效率与蒸馏：diffusion(title,abstract)；分类 cs.CV

2407.02744 2024-07-04 eess.IV cs.CV 79%

Highly Accelerated MRI via Implicit Neural Representation Guided Posterior Sampling of Diffusion Models

Jiayue Chu, Chenhe Du, Xiyue Lin, Yuyao Zhang, Hongjiang Wei

专题命中效率与蒸馏：diffusion(title,abstract)；分类 cs.CV

2406.01432 2024-06-04 cs.CV 79%

ED-SAM: An Efficient Diffusion Sampling Approach to Domain Generalization in Vision-Language Foundation Models

Thanh-Dat Truong, Xin Li, Bhiksha Raj, Jackson Cothren, Khoa Luu

专题命中效率与蒸馏：diffusion(title,abstract)；分类 cs.CV

2406.00195 2024-06-04 cs.CV cs.AI 79%

SNED: Superposition Network Architecture Search for Efficient Video Diffusion Model

Zhengang Li, Yan Kang, Yuchen Liu, Difan Liu, Tobias Hinz, Feng Liu, Yanzhi Wang

专题命中效率与蒸馏：diffusion(title,abstract)；分类 cs.CV

Comments Accepted in CVPR 2024

2404.04057 2024-05-27 cs.LG cs.AI cs.CV stat.ML 79%

Score identity Distillation: Exponentially Fast Distillation of Pretrained Diffusion Models for One-Step Generation

Mingyuan Zhou, Huangjie Zheng, Zhendong Wang, Mingzhang Yin, Hai Huang

专题命中效率与蒸馏：diffusion(title,abstract)；分类 cs.CV

Comments ICML 2024, PyTorch implementation: https://github.com/mingyuanzhou/SiD

2405.14961 2024-05-27 cs.CV cs.LG 79%

SFDDM: Single-fold Distillation for Diffusion models

Chi Hong, Jiyue Huang, Robert Birke, Dick Epema, Stefanie Roos, Lydia Y. Chen

专题命中效率与蒸馏：diffusion(title,abstract)；分类 cs.CV

2405.05224 2024-05-09 cs.CV 79%

Imagine Flash: Accelerating Emu Diffusion Models with Backward Distillation

Jonas Kohler, Albert Pumarola, Edgar Schönfeld, Artsiom Sanakoyeu, Roshan Sumbaly, Peter Vajda, Ali Thabet

专题命中效率与蒸馏：diffusion(title,abstract)；分类 cs.CV

2404.19693 2024-05-01 cs.HC cs.CV 79%

SwipeGANSpace: Swipe-to-Compare Image Generation via Efficient Latent Space Exploration

Yuto Nakashima, Mingzhe Yang, Yukino Baba

专题命中效率与蒸馏：image generation(title,abstract)；分类 cs.CV

Comments 11 pages, 13 figures

2404.14507 2024-04-24 cs.CV cs.LG 79%

Align Your Steps: Optimizing Sampling Schedules in Diffusion Models

Amirmojtaba Sabour, Sanja Fidler, Karsten Kreis

专题命中效率与蒸馏：diffusion(title,abstract)；分类 cs.CV

Comments Project page: https://research.nvidia.com/labs/toronto-ai/AlignYourSteps/

2404.10688 2024-04-17 cs.CV cs.LG 79%

Efficient Conditional Diffusion Model with Probability Flow Sampling for Image Super-resolution

Yutao Yuan, Chun Yuan

专题命中效率与蒸馏：diffusion(title,abstract)；分类 cs.CV

Comments AAAI 2024

2404.09532 2024-04-16 cs.CV cs.LG 79%

TMPQ-DM: Joint Timestep Reduction and Quantization Precision Selection for Efficient Diffusion Models

Haojun Sun, Chen Tang, Zhi Wang, Yuan Meng, Jingyan jiang, Xinzhu Ma, Wenwu Zhu

专题命中效率与蒸馏：diffusion(title,abstract)；分类 cs.CV

2404.00909 2024-04-02 cs.CV 79%

Learning by Correction: Efficient Tuning Task for Zero-Shot Generative Vision-Language Reasoning

Rongjie Li, Yu Wu, Xuming He

专题命中效率与蒸馏：generative vision(title,abstract)；分类 cs.CV

Comments Accepted by CVPR2024

2311.15529 2024-03-26 cs.CV 79%

Efficient Dataset Distillation via Minimax Diffusion

Jianyang Gu, Saeed Vahidian, Vyacheslav Kungurtsev, Haonan Wang, Wei Jiang, Yang You, Yiran Chen

专题命中效率与蒸馏：diffusion(title,abstract)；分类 cs.CV

Comments CVPR 2024

2403.12706 2024-03-20 cs.CV cs.AI 79%

AnimateDiff-Lightning: Cross-Model Diffusion Distillation

Shanchuan Lin, Xiao Yang

专题命中效率与蒸馏：diffusion(title,abstract)；分类 cs.CV

2401.08639 2024-01-18 cs.CV cs.LG 79%

One-Step Diffusion Distillation via Deep Equilibrium Models

Zhengyang Geng, Ashwini Pokle, J. Zico Kolter

专题命中效率与蒸馏：diffusion(title,abstract)；分类 cs.CV

Comments NeurIPS 2023

2312.12030 2023-12-20 cs.CV cs.AI 79%

Towards Accurate Guided Diffusion Sampling through Symplectic Adjoint Method

Jiachun Pan, Hanshu Yan, Jun Hao Liew, Jiashi Feng, Vincent Y. F. Tan

专题命中效率与蒸馏：diffusion(title,abstract)；分类 cs.CV

2311.16133 2023-11-30 cs.CV cs.AI 79%

Effective Quantization for Diffusion Models on CPUs

Hanwen Chang, Haihao Shen, Yiyang Cai, Xinyu Ye, Zhenzhong Xu, Wenhua Cheng, Kaokao Lv, Weiwei Zhang, Yintong Lu, Heng Guo

专题命中效率与蒸馏：diffusion(title,abstract)；分类 cs.CV

2307.12348 2023-10-19 cs.CV 79%

ResShift: Efficient Diffusion Model for Image Super-resolution by Residual Shifting

Zongsheng Yue, Jianyi Wang, Chen Change Loy

专题命中效率与蒸馏：diffusion(title,abstract)；分类 cs.CV

Comments NeurIPS 2023 (Spotlight). Project page: https://zsyoaoa.github.io/projects/resshift/

2303.06424 2023-10-17 cs.CV 79%

Regularized Vector Quantization for Tokenized Image Synthesis

Jiahui Zhang, Fangneng Zhan, Christian Theobalt, Shijian Lu

专题命中效率与蒸馏：image synthesis(title)；diffusion(abstract)；分类 cs.CV

Comments Accepted to CVPR 2023

2308.11917 2023-09-06 cs.CV cs.AI 79%

LFS-GAN: Lifelong Few-Shot Image Generation

Juwon Seo, Ji-Su Kang, Gyeong-Moon Park

专题命中效率与蒸馏：image generation(title,abstract)；分类 cs.CV

Comments 20 pages, 19 figures, 14 tables, ICCV 2023 Poster

2211.13449 2023-07-25 cs.LG cs.CV 79%

Fast Sampling of Diffusion Models via Operator Learning

Hongkai Zheng, Weili Nie, Arash Vahdat, Kamyar Azizzadenesheli, Anima Anandkumar

专题命中效率与蒸馏：diffusion(title,abstract)；分类 cs.CV

2304.11267 2023-06-19 cs.CV cs.LG eess.IV 79%

Speed Is All You Need: On-Device Acceleration of Large Diffusion Models via GPU-Aware Optimizations

Yu-Hui Chen, Raman Sarokin, Juhyun Lee, Jiuqiang Tang, Chuo-Ling Chang, Andrei Kulik, Matthias Grundmann

专题命中效率与蒸馏：diffusion(title,abstract)；分类 cs.CV

Comments 4 pages (not including references), 2 figures, 2 tables. Accepted to Efficient Deep Learning for Computer Vision workshop 2023

2305.13607 2023-05-24 cs.CV 79%

Not All Image Regions Matter: Masked Vector Quantization for Autoregressive Image Generation

Mengqi Huang, Zhendong Mao, Quan Wang, Yongdong Zhang

专题命中效率与蒸馏：image generation(title,abstract)；分类 cs.CV

Comments accepted by CVPR 2023

2303.17158 2023-03-31 cs.CV eess.IV 79%

KD-DLGAN: Data Limited Image Generation via Knowledge Distillation

Kaiwen Cui, Yingchen Yu, Fangneng Zhan, Shengcai Liao, Shijian Lu1, Eric Xing

专题命中效率与蒸馏：image generation(title,abstract)；分类 cs.CV

Journal ref CVPR2023

2211.15736 2023-03-17 cs.CV 79%

Post-training Quantization on Diffusion Models

Yuzhang Shang, Zhihang Yuan, Bin Xie, Bingzhe Wu, Yan Yan

专题命中效率与蒸馏：diffusion(title,abstract)；分类 cs.CV

Comments Accepted to CVPR 2023

2303.08524 2023-03-16 cs.CV 79%

CoordFill: Efficient High-Resolution Image Inpainting via Parameterized Coordinate Querying

Weihuang Liu, Xiaodong Cun, Chi-Man Pun, Menghan Xia, Yong Zhang, Jue Wang

专题命中效率与蒸馏：inpainting(title,abstract)；分类 cs.CV

Comments Accepted by AAAI 2023

2211.12039 2023-03-15 cs.CV 79%

Accelerating Diffusion Sampling with Classifier-based Feature Distillation

Wujie Sun, Defang Chen, Can Wang, Deshi Ye, Yan Feng, Chun Chen

专题命中效率与蒸馏：diffusion(title,abstract)；分类 cs.CV

Comments Accepted by ICME 2023

1. 效率与蒸馏 2537 篇

Diffusion Models as Optimizers for Efficient Planning in Offline RL

Memory-Efficient Fine-Tuning for Quantized Diffusion Model

Adaptive Compressed Sensing with Diffusion-Based Posterior Sampling

Accelerating Diffusion for SAR-to-Optical Image Translation via Adversarial Consistency Distillation

Highly Accelerated MRI via Implicit Neural Representation Guided Posterior Sampling of Diffusion Models

ED-SAM: An Efficient Diffusion Sampling Approach to Domain Generalization in Vision-Language Foundation Models

SNED: Superposition Network Architecture Search for Efficient Video Diffusion Model

Score identity Distillation: Exponentially Fast Distillation of Pretrained Diffusion Models for One-Step Generation

SFDDM: Single-fold Distillation for Diffusion models

Imagine Flash: Accelerating Emu Diffusion Models with Backward Distillation

SwipeGANSpace: Swipe-to-Compare Image Generation via Efficient Latent Space Exploration

Align Your Steps: Optimizing Sampling Schedules in Diffusion Models

Efficient Conditional Diffusion Model with Probability Flow Sampling for Image Super-resolution

TMPQ-DM: Joint Timestep Reduction and Quantization Precision Selection for Efficient Diffusion Models

Learning by Correction: Efficient Tuning Task for Zero-Shot Generative Vision-Language Reasoning

Efficient Dataset Distillation via Minimax Diffusion

AnimateDiff-Lightning: Cross-Model Diffusion Distillation

One-Step Diffusion Distillation via Deep Equilibrium Models

Towards Accurate Guided Diffusion Sampling through Symplectic Adjoint Method

Effective Quantization for Diffusion Models on CPUs

ResShift: Efficient Diffusion Model for Image Super-resolution by Residual Shifting

Regularized Vector Quantization for Tokenized Image Synthesis

LFS-GAN: Lifelong Few-Shot Image Generation

Fast Sampling of Diffusion Models via Operator Learning

Speed Is All You Need: On-Device Acceleration of Large Diffusion Models via GPU-Aware Optimizations

Not All Image Regions Matter: Masked Vector Quantization for Autoregressive Image Generation

KD-DLGAN: Data Limited Image Generation via Knowledge Distillation

Post-training Quantization on Diffusion Models

CoordFill: Efficient High-Resolution Image Inpainting via Parameterized Coordinate Querying

Accelerating Diffusion Sampling with Classifier-based Feature Distillation