v1v2 (latest)

Diffusion Models already have a Semantic Latent Space

International Conference on Learning Representations (ICLR), 2022

20 October 2022

Papers citing "Diffusion Models already have a Semantic Latent Space"

50 / 225 papers shown

Title
FLUID: Training-Free Face De-identification via Latent Identity Substitution Jinhyeong Park Shaheryar Muhammad Seangmin Lee Jong Taek Lee Soon Ki Jung 182 0 0 21 Nov 2025
Stabilizing Self-Consuming Diffusion Models with Latent Space Filtering Zhongteng Cai Y. Wang Yang Liu Xueru Zhang 113 0 0 16 Nov 2025
Towards Fine-Grained Interpretability: Counterfactual Explanations for Misclassification with Saliency PartitionComputer Vision and Pattern Recognition (CVPR), 2025 Lintong Zhang Kang Yin Seong-Whan Lee FAtt 328 0 0 11 Nov 2025
Diffusion Adaptive Text Embedding for Text-to-Image Diffusion Models Byeonghu Na Minsang Park Gyuwon Sim DongHyeok Shin Heesun Bae Mina Kang Se Jung Kwon Wanmo Kang Il-Chul Moon 175 1 0 28 Oct 2025
Self-Attention Decomposition For Training Free Diffusion Editing Tharun Anand Mohammad Hassan Vali Arno Solin DiffM 73 0 0 26 Oct 2025
Diffusion Autoencoders with Perceivers for Long, Irregular and Multimodal Astronomical Sequences Yunyi Shen Alexander T. Gagliano DiffM 95 1 0 23 Oct 2025
ReMix: Towards a Unified View of Consistent Character Generation and Editing Benjia Zhou Bin-Bin Fu Pei Cheng Y. Wang Jiayuan Fan Tao Chen DiffM 80 0 0 11 Oct 2025
Unleashing the Potential of the Semantic Latent Space in Diffusion Models for Image DehazingEuropean Conference on Computer Vision (ECCV), 2025 Zizheng Yang Hu Yu Bing Li Jinghao Zhang Jie Huang Feng Zhao 185 7 0 24 Sep 2025
SAEmnesia: Erasing Concepts in Diffusion Models with Supervised Sparse Autoencoders Enrico Cassano Riccardo Renzulli Marco Nurisso Mirko Zaffaroni Alan Perotti Marco Grangetto 129 0 0 23 Sep 2025
RespoDiff: Dual-Module Bottleneck Transformation for Responsible & Faithful T2I Generation Silpa Vadakkeeveetil Sreelatha Sauradip Nag Muhammad Awais Serge Belongie Anjan Dutta DiffM 140 0 0 18 Sep 2025
TAIGen: Training-Free Adversarial Image Generation via Diffusion Models Susim Roy Anubhooti Jain Mayank Vatsa Richa Singh DiffM VLM 114 1 0 20 Aug 2025
SPG: Style-Prompting Guidance for Style-Specific Content Creation Qian Liang Zichong Chen Yang Zhou Hui Huang DiffM 78 0 0 15 Aug 2025
Diffusion Once and Done: Degradation-Aware LoRA for Efficient All-in-One Image Restoration Ni Tang Xiaotong Luo Zihan Cheng Liangtai Zhou Dongxiao Zhang Yanyun Qu DiffM 87 0 0 05 Aug 2025
A Plug-and-Play Multi-Criteria Guidance for Diverse In-Betweening Human Motion Generation Hua Yu Jiao Liu Xu Gui Melvin Wong Yaqing Hou Yew-Soon Ong 104 0 0 03 Aug 2025
An h-space Based Adversarial Attack for Protection Against Few-shot Personalization Xide Xu Sandesh Kamath Muhammad Atif Butt Bogdan Raducanu DiffM AAML 97 0 0 23 Jul 2025
Unfolding Generative Flows with Koopman Operators: Fast and Interpretable Sampling Erkan Turan Aristotelis Siozopoulos Louis Martinez Julien Gaubil E. Pierson M. Ovsjanikov 132 1 0 27 Jun 2025
From Cradle to Cane: A Two-Pass Framework for High-Fidelity Lifespan Face Aging Tao Liu Dafeng Zhang Gengchen Li Shizhuo Liu Yongqi Song S. Li Shiqi Yang Boqian Li Kai Wang Yaxing Wang 207 1 0 26 Jun 2025
The Aging Multiverse: Generating Condition-Aware Facial Aging Tree via Training-Free Diffusion Bang Gong Luchao Qi Jiaye Wu Zhicheng Fu Chunbo Song David Jacobs John Nicholson Roni Sengupta DiffM 221 0 0 26 Jun 2025
Fair Generation without Unfair Distortions: Debiasing Text-to-Image Generation with Entanglement-Free Attention Jeonghoon Park Juyoung Lee Chaeyeon Chung Jaeseong Lee Jaegul Choo Jindong Gu 215 3 0 16 Jun 2025
Canonical Latent Representations in Conditional Diffusion Models Yitao Xu Tong Zhang Ehsan Pajouheshgar Sabine Süsstrunk DiffM 226 0 0 11 Jun 2025
Geometric Regularity in Deterministic Sampling Dynamics of Diffusion-based Generative Models Defang Chen Zhenyu Zhou C. Wang Siwei Lyu DiffM 239 1 0 11 Jun 2025
Only-Style: Stylistic Consistency in Image Generation without Content Leakage Tilemachos Aravanis P. Filntisis Petros Maragos George Retsinas 210 0 0 11 Jun 2025
Training-Free Diffusion Framework for Stylized Image Generation with Identity Preservation Mohammad Ali Rezaei Helia Hajikazem Saeed Khanehgir Mahdi Javanmardi DiffM 159 1 0 07 Jun 2025
ByteMorph: Benchmarking Instruction-Guided Image Editing with Non-Rigid Motions Di Chang Mingdeng Cao Yichun Shi Bo Liu Shengqu Cai Shijie Zhou Weilin Huang Gordon Wetzstein M. Soleymani Peng Wang DiffM VGen 230 5 0 03 Jun 2025
Interpreting Large Text-to-Image Diffusion Models with Dictionary Learning Stepan Shabalin Ayush Panda Dmitrii Kharlapenko Abdur Raheem Ali Yixiong Hao Arthur Conmy DiffM 272 1 0 30 May 2025
Concept Reachability in Diffusion Models: Beyond Dataset Constraints Marta Aparicio Rodriguez Xenia Miscouridou Anastasia Borovykh 201 0 0 25 May 2025
Automated Learning of Semantic Embedding Representations for Diffusion ModelsSDM (SDM), 2025 Limai Jiang Yunpeng Cai DiffM 180 0 0 09 May 2025
The Dual Power of Interpretable Token Embeddings: Jailbreaking Attacks and Defenses for Diffusion Model Unlearning Siyi Chen Yimeng Zhang Sijia Liu Q. Qu AAML 926 0 0 30 Apr 2025
Diffusion-based Adversarial Identity Manipulation for Facial Privacy Protection Liqin Wang Qianyue Hu Wei Lu Xiangyang Luo DiffM AAML PICV 357 2 0 30 Apr 2025
Revisiting Diffusion Autoencoder Training for Image Reconstruction Quality Pramook Khungurn Sukit Seripanitkarn Phonphrm Thawatdamrongkit Supasorn Suwajanakorn DiffM 295 0 0 30 Apr 2025
Image Interpolation with Score-based Riemannian Metrics of Diffusion Models Shinnosuke Saito Takashi Matsubara DiffM 293 3 0 28 Apr 2025
Text-to-Image Alignment in Denoising-Based Models through Step Selection P. Grimal Hervé Le Borgne Olivier Ferret DiffM EGVM 221 0 0 24 Apr 2025
Emergence and Evolution of Interpretable Concepts in Diffusion Models Berk Tinaz Zalan Fabian Mahdi Soltanolkotabi DiffM 215 5 0 21 Apr 2025
"I Know It When I See It": Mood Spaces for Connecting and Expressing Visual Concepts Huzheng Yang Katherine Xu Michael D. Grossberg Yutong Bai Jianbo Shi 210 0 0 21 Apr 2025
Set You Straight: Auto-Steering Denoising Trajectories to Sidestep Unwanted Concepts Leyang Li Shilin Lu Yan Ren A. Kong DiffM 255 40 0 17 Apr 2025
SemDiff: Generating Natural Unrestricted Adversarial Examples via Semantic Attributes Optimization in Diffusion Models Zeyu Dai Shengcai Liu Rui He Jiahao Wu Ning Lu Wenqi Fan Qing Li Ke Tang DiffM AAML 305 0 0 16 Apr 2025
Latent Diffusion U-Net Representations Contain Positional Embeddings and Anomalies Jonas Loos Lorenz Linhardt 227 2 0 09 Apr 2025
Tuning-Free Image Editing with Fidelity and Editability via Unified Latent Diffusion Model Qi Mao Lawrence Yunliang Chen Yuchao Gu Mike Zheng Shou Ming-Hsuan Yang DiffM 209 0 0 08 Apr 2025
SPF-Portrait: Towards Pure Text-to-Portrait Customization with Semantic Pollution-Free Fine-Tuning Xiaole Xian Zhichao Liao Qingyu Li Wenyu Qin Pengfei Wan Weicheng Xie Long Zeng Linlin Shen Pingfa Feng DiffM 393 0 0 01 Apr 2025
Enhancing Creative Generation on Stable Diffusion-based ModelsComputer Vision and Pattern Recognition (CVPR), 2025 Jiyeon Han Dahee Kwon Gayoung Lee Junho Kim Jaesik Choi DiffM 197 6 0 30 Mar 2025
Patronus: Bringing Transparency to Diffusion Models with Prototypes Nina Weng Aasa Feragen Siavash Bigdeli DiffM 120 0 0 28 Mar 2025
Diffusion Counterfactuals for Image Regressors Trung Duc Ha Sidney Bender DiffM 304 2 0 26 Mar 2025
Detect-and-Guide: Self-regulation of Diffusion Models for Safe Text-to-Image Generation via Guideline Token OptimizationComputer Vision and Pattern Recognition (CVPR), 2025 Feifei Li Mi Zhang Yiming Sun Min Yang DiffM 241 6 0 19 Mar 2025
TIDE : Temporal-Aware Sparse Autoencoders for Interpretable Diffusion Transformers in Image Generation Victor Shea-Jay Huang Le Zhuo Yi Xin Zhaokai Wang Peng Gao Jiaming Song Renrui Zhang Shiyang Feng Hongsheng Li DiffM 431 4 0 10 Mar 2025
CLAD: Constrained Latent Action Diffusion for Vision-Language Procedure Planning Lei Shi Andreas Bulling DiffM 250 3 0 09 Mar 2025
Generative Uncertainty in Diffusion ModelsConference on Uncertainty in Artificial Intelligence (UAI), 2025 Metod Jazbec Eliot Wong-Toi Guoxuan Xia Dan Zhang Eric T. Nalisnick Stephan Mandt DiffM 369 2 0 28 Feb 2025
DiffBrush:Just Painting the Art by Your Hands Jiaming Chu Lei Jin Tao Wang Junliang Xing Jian-jun Zhao DiffM 137 0 0 28 Feb 2025
Hierarchical Semantic Compression for Consistent Image Semantic RestorationIEEE Transactions on Image Processing (IEEE TIP), 2025 Shengxi Li Zifu Zhang Mai Xu Lai Jiang Yufan Liu Ce Zhu DiffM 221 0 0 24 Feb 2025
DifCluE: Generating Counterfactual Explanations with Diffusion Autoencoders and modal clustering Suparshva Jain Amit Sangroya Lovekesh Vig DiffM 261 1 0 17 Feb 2025
DiffEx: Explaining a Classifier with Diffusion Models to Identify Microscopic Cellular Variations Anis Bourou Saranga Kingkor Mahanta Thomas Boyer Valérie Mezger Auguste Genovesio MedIm 232 0 0 12 Feb 2025