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DiffFit: Unlocking Transferability of Large Diffusion Models via Simple Parameter-Efficient Fine-Tuning
IEEE International Conference on Computer Vision (ICCV), 2023
13 April 2023
Enze Xie
Lewei Yao
Han Shi
Zhili Liu
Daquan Zhou
Zhaoqiang Liu
Jiawei Li
Zhenguo Li
Re-assign community
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Papers citing
"DiffFit: Unlocking Transferability of Large Diffusion Models via Simple Parameter-Efficient Fine-Tuning"
50 / 69 papers shown
EFDiT: Efficient Fine-grained Image Generation Using Diffusion Transformer Models
IEEE International Conference on Multimedia and Expo (ICME), 2025
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Donglin Di
Tonghua Su
Lei Fan
37
0
0
03 Dec 2025
MM-DETR: An Efficient Multimodal Detection Transformer with Mamba-Driven Dual-Granularity Fusion and Frequency-Aware Modality Adapters
Jianhong Han
Yupei Wang
Yuan Zhang
Liang Chen
Mamba
141
0
0
29 Nov 2025
ScaleDiff: Higher-Resolution Image Synthesis via Efficient and Model-Agnostic Diffusion
Sungho Koh
SeungJu Cha
Hyunwoo Oh
Kwanyoung Lee
Dong-Jin Kim
238
1
0
29 Oct 2025
UltraGen: Efficient Ultra-High-Resolution Image Generation with Hierarchical Local Attention
Yuyao Zhang
Yu-Wing Tai
209
0
0
18 Oct 2025
Dataset Distillation for Super-Resolution without Class Labels and Pre-trained Models
IEEE Signal Processing Letters (IEEE SPL), 2025
Sunwoo Cho
Yejin Jung
N. Cho
Jae Woong Soh
DD
415
1
0
18 Sep 2025
Pixels Under Pressure: Exploring Fine-Tuning Paradigms for Foundation Models in High-Resolution Medical Imaging
Zahra Tehraninasab
Amar Kumar
Tal Arbel
MedIm
155
0
0
19 Aug 2025
Instance-Dependent Continuous-Time Reinforcement Learning via Maximum Likelihood Estimation
Runze Zhao
Yue Yu
Ruhan Wang
Chunfeng Huang
Dongruo Zhou
268
1
0
04 Aug 2025
Dataset Condensation with Color Compensation
Huyu Wu
Duo Su
Junjie Hou
Guang Li
DD
548
3
0
02 Aug 2025
SV-DRR: High-Fidelity Novel View X-Ray Synthesis Using Diffusion Model
International Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2025
Chun Xie
Yuichi Yoshii
I. Kitahara
MedIm
340
1
0
07 Jul 2025
Parameter-Efficient Fine-Tuning for Pre-Trained Vision Models: A Survey and Benchmark
Yi Xin
Jianjiang Yang
Haodi Zhou
Junlong Du
Qi Qin
...
Bin Fu
Xiaokang Yang
Guangtao Zhai
Ming-Hsuan Yang
Xiaohong Liu
VLM
732
86
0
01 Jul 2025
Diversity-Driven Generative Dataset Distillation Based on Diffusion Model with Self-Adaptive Memory
International Conference on Information Photonics (ICIP), 2025
Mingzhuo Li
Guang Li
Jiafeng Mao
Takahiro Ogawa
Miki Haseyama
DD
560
7
0
26 May 2025
Sample and Computationally Efficient Continuous-Time Reinforcement Learning with General Function Approximation
Conference on Uncertainty in Artificial Intelligence (UAI), 2025
Runze Zhao
Yue Yu
Adams Yiyue Zhu
Chen Yang
Dongruo Zhou
292
1
0
20 May 2025
Fine-Tuning Adversarially-Robust Transformers for Single-Image Dehazing
Vlad Vasilescu
Ana Neacsu
Daniela Faur
ViT
233
0
0
24 Apr 2025
DyDiT++: Diffusion Transformers with Timestep and Spatial Dynamics for Efficient Visual Generation
Wangbo Zhao
Yizeng Han
Jiasheng Tang
Xiaojiang Peng
Hao Luo
Yibing Song
Gao Huang
Fan Wang
Yang You
768
3
0
09 Apr 2025
Domain Guidance: A Simple Transfer Approach for a Pre-trained Diffusion Model
International Conference on Learning Representations (ICLR), 2025
Jincheng Zhong
Xiangcheng Zhang
Chao Guo
Mingsheng Long
318
5
0
02 Apr 2025
UniCon: Unidirectional Information Flow for Effective Control of Large-Scale Diffusion Models
International Conference on Learning Representations (ICLR), 2025
Fanghua Yu
Jinjin Gu
Jinfan Hu
Zheyuan Li
Chao Dong
DiffM
582
4
0
21 Mar 2025
Improving Discriminator Guidance in Diffusion Models
Alexandre Verine
Mehdi Inane
Florian Le Bronnec
Benjamin Négrevergne
Y. Chevaleyre
DiffM
381
2
0
20 Mar 2025
TimeStep Master: Asymmetrical Mixture of Timestep LoRA Experts for Versatile and Efficient Diffusion Models in Vision
Shaobin Zhuang
Yiwei Guo
Yanbo Ding
Kunchang Li
Xinyuan Chen
Yaohui Wang
Fangyikang Wang
Ying Zhang
Chen Li
Yijiao Wang
319
7
0
10 Mar 2025
AdaptSR: Low-Rank Adaptation for Efficient and Scalable Real-World Super-Resolution
Cansu Korkmaz
Nancy Mehta
Radu Timofte
357
0
0
10 Mar 2025
Parameter-Efficient Fine-Tuning for Foundation Models
Dan Zhang
Tao Feng
Lilong Xue
Yuandong Wang
Yuxiao Dong
J. Tang
668
45
0
23 Jan 2025
AccDiffusion v2: Towards More Accurate Higher-Resolution Diffusion Extrapolation
IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2024
Zhihang Lin
Mingbao Lin
Wengyi Zhan
Rongrong Ji
433
5
0
03 Dec 2024
Parameter Efficient Mamba Tuning via Projector-targeted Diagonal-centric Linear Transformation
Computer Vision and Pattern Recognition (CVPR), 2024
Seokil Ham
H. Kim
Sangmin Woo
Changick Kim
Mamba
1.2K
3
0
21 Nov 2024
Edify Image: High-Quality Image Generation with Pixel Space Laplacian Diffusion Models
Nvidia
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Yuval Atzmon
Maciej Bala
Yogesh Balaji
...
Ting-Chun Wang
Shuran Song
Fangyin Wei
Yu Zeng
Qinsheng Zhang
374
22
0
11 Nov 2024
Parameter-Efficient Fine-Tuning in Large Models: A Survey of Methodologies
Liwen Wang
Sheng Chen
Linnan Jiang
Shu Pan
Runze Cai
Sen Yang
Fei Yang
611
14
0
24 Oct 2024
Unlocking the Capabilities of Masked Generative Models for Image Synthesis via Self-Guidance
Neural Information Processing Systems (NeurIPS), 2024
Jiwan Hur
Dong-Jae Lee
Gyojin Han
Jaehyun Choi
Yunho Jeon
Junmo Kim
DiffM
361
5
0
17 Oct 2024
Saliency Guided Optimization of Diffusion Latents
Conference on Multimedia Modeling (MMM), 2024
Xiwen Wang
Jizhe Zhou
Xuekang Zhu
Cheng Li
Mao Li
EGVM
111
0
0
14 Oct 2024
Dynamic Diffusion Transformer
International Conference on Learning Representations (ICLR), 2024
Wangbo Zhao
Yizeng Han
Jiasheng Tang
Kai Wang
Yibing Song
Gao Huang
Fan Wang
Yang You
438
54
0
04 Oct 2024
Tuning Timestep-Distilled Diffusion Model Using Pairwise Sample Optimization
International Conference on Learning Representations (ICLR), 2024
Zichen Miao
Zhengyuan Yang
Kevin Lin
Ze Wang
Zicheng Liu
Lijuan Wang
Qiang Qiu
514
18
0
04 Oct 2024
Parameter-efficient Bayesian Neural Networks for Uncertainty-aware Depth Estimation
Richard D. Paul
Alessio Quercia
Vincent Fortuin
Katharina Nöh
Hanno Scharr
UQCV
BDL
241
2
0
25 Sep 2024
Lessons and Insights from a Unifying Study of Parameter-Efficient Fine-Tuning (PEFT) in Visual Recognition
Computer Vision and Pattern Recognition (CVPR), 2024
Zheda Mai
Ping Zhang
Cheng-Hao Tu
Hong-You Chen
Li Zhang
Wei-Lun Chao
424
0
0
24 Sep 2024
Multiple-Exit Tuning: Towards Inference-Efficient Adaptation for Vision Transformer
Zheng Liu
Jinchao Zhu
Nannan Li
Gao Huang
258
1
0
21 Sep 2024
Efficient Training of Large Vision Models via Advanced Automated Progressive Learning
Changlin Li
Jiawei Zhang
Sihao Lin
Zongxin Yang
Junwei Liang
Xiaodan Liang
Xiaojun Chang
VLM
311
2
0
06 Sep 2024
DriveDiTFit: Fine-tuning Diffusion Transformers for Autonomous Driving
Jiahang Tu
Wei Ji
Han Zhao
Chao Zhang
Roger Zimmermann
Hui Qian
215
13
0
22 Jul 2024
AccDiffusion: An Accurate Method for Higher-Resolution Image Generation
Zhihang Lin
Mingbao Lin
Meng Zhao
Rongrong Ji
DiffM
332
30
0
15 Jul 2024
DiffuseHigh: Training-free Progressive High-Resolution Image Synthesis through Structure Guidance
Younghyun Kim
Geunmin Hwang
Junyu Zhang
Eunbyung Park
783
30
0
26 Jun 2024
Adding Conditional Control to Diffusion Models with Reinforcement Learning
Yulai Zhao
Masatoshi Uehara
Gabriele Scalia
Tommaso Biancalani
Sergey Levine
Ehsan Hajiramezanali
Ehsan Hajiramezanali
AI4CE
625
14
0
17 Jun 2024
Is One GPU Enough? Pushing Image Generation at Higher-Resolutions with Foundation Models
Athanasios Tragakis
Marco Aversa
Chaitanya Kaul
Roderick Murray-Smith
Daniele Faccio
413
8
0
11 Jun 2024
Dimba: Transformer-Mamba Diffusion Models
Zhengcong Fei
Mingyuan Fan
Changqian Yu
Debang Li
Youqiang Zhang
Junshi Huang
Mamba
330
36
0
03 Jun 2024
Diffusion Tuning: Transferring Diffusion Models via Chain of Forgetting
Jincheng Zhong
Xingzhuo Guo
Jiaxiang Dong
Mingsheng Long
DiffM
390
10
0
02 Jun 2024
MemControl: Mitigating Memorization in Diffusion Models via Automated Parameter Selection
Raman Dutt
Pedro Sanchez
Ondrej Bohdal
Sotirios A. Tsaftaris
Timothy M. Hospedales
MedIm
581
2
0
29 May 2024
Diffusion Model Patching via Mixture-of-Prompts
Seokil Ham
Sangmin Woo
Jin-Young Kim
Hyojun Go
Byeongjun Park
Changick Kim
VLM
366
9
0
28 May 2024
Di
2
Pose
\text{Di}^2\text{Pose}
Di
2
Pose
: Discrete Diffusion Model for Occluded 3D Human Pose Estimation
Weiquan Wang
Jun Xiao
Chunping Wang
Wei Liu
Zhao Wang
Long Chen
DiffM
274
2
0
27 May 2024
Transfer Learning for Diffusion Models
Yidong Ouyang
Liyan Xie
Hongyuan Zha
Guang Cheng
DiffM
401
12
0
27 May 2024
Scaling Diffusion Mamba with Bidirectional SSMs for Efficient Image and Video Generation
Shentong Mo
Yapeng Tian
Mamba
277
27
0
24 May 2024
CutDiffusion: A Simple, Fast, Cheap, and Strong Diffusion Extrapolation Method
Mingbao Lin
Zhihang Lin
Wengyi Zhan
Liujuan Cao
Rongrong Ji
183
16
0
23 Apr 2024
Diffscaler: Enhancing the Generative Prowess of Diffusion Transformers
Nithin Gopalakrishnan Nair
Jeya Maria Jose Valanarasu
Vishal M. Patel
262
2
0
15 Apr 2024
Diffusion Models Meet Remote Sensing: Principles, Methods, and Perspectives
Yidan Liu
Jun Yue
Shaobo Xia
Pedram Ghamisi
Weiying Xie
Leyuan Fang
DiffM
431
42
0
13 Apr 2024
BeyondScene: Higher-Resolution Human-Centric Scene Generation With Pretrained Diffusion
Gwanghyun Kim
Hayeon Kim
H. Seo
Dong un Kang
Se Young Chun
256
9
0
06 Apr 2024
Distribution-Aware Data Expansion with Diffusion Models
Neural Information Processing Systems (NeurIPS), 2024
Haowei Zhu
Ling Yang
Jun-Hai Yong
Hongzhi Yin
Jiawei Jiang
Meng Xiao
Wentao Zhang
Bin Wang
325
20
0
11 Mar 2024
PixArt-Σ: Weak-to-Strong Training of Diffusion Transformer for 4K Text-to-Image Generation
European Conference on Computer Vision (ECCV), 2024
Junsong Chen
Chongjian Ge
Enze Xie
Yue Wu
Lewei Yao
Xiaozhe Ren
Zhongdao Wang
Ping Luo
Huchuan Lu
Zhenguo Li
877
283
0
07 Mar 2024
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