Diffusion Models already have a Semantic Latent Space

20 October 2022

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

49 / 49 papers shown

Title
The Dual Power of Interpretable Token Embeddings: Jailbreaking Attacks and Defenses for Diffusion Model Unlearning Siyi Chen Yimeng Zhang Sijia Liu Q. Qu AAML 171 0 0 30 Apr 2025
Revisiting Diffusion Autoencoder Training for Image Reconstruction Quality Pramook Khungurn Sukit Seripanitkarn Phonphrm Thawatdamrongkit Supasorn Suwajanakorn DiffM 77 0 0 30 Apr 2025
Image Interpolation with Score-based Riemannian Metrics of Diffusion Models Shinnosuke Saito Takashi Matsubara DiffM 82 1 0 28 Apr 2025
SAeUron: Interpretable Concept Unlearning in Diffusion Models with Sparse Autoencoders Bartosz Cywiñski Kamil Deja DiffM 63 6 0 29 Jan 2025
CE-SDWV: Effective and Efficient Concept Erasure for Text-to-Image Diffusion Models via a Semantic-Driven Word Vocabulary Jiahang Tu Qian Feng Chufan Chen Jiahua Dong Hanbin Zhao Chao Zhang Hui Qian 72 2 0 28 Jan 2025
Conjuring Semantic Similarity Tian Yu Liu Stefano Soatto DiffM 32 0 0 21 Oct 2024
TweedieMix: Improving Multi-Concept Fusion for Diffusion-based Image/Video Generation Gihyun Kwon Jong Chul Ye DiffM 64 3 0 08 Oct 2024
Unsupervised Representation Learning from Sparse Transformation Analysis Yue Song Thomas Anderson Keller Yisong Yue Pietro Perona Max Welling DRL 33 0 0 07 Oct 2024
Counterfactual Explanations for Medical Image Classification and Regression using Diffusion Autoencoder Matan Atad D. Schinz Hendrik Moeller Robert Graf Benedikt Wiestler Daniel Rueckert Nassir Navab Jan S. Kirschke Matthias Keicher CML DiffM MedIm 42 3 0 02 Aug 2024
Smoothed Energy Guidance: Guiding Diffusion Models with Reduced Energy Curvature of Attention Mengkang Hu DiffM 40 8 0 01 Aug 2024
Graph-based Unsupervised Disentangled Representation Learning via Multimodal Large Language Models Baao Xie Qiuyu Chen Yunnan Wang Zequn Zhang Xin Jin Wenjun Zeng OffRL 41 2 0 26 Jul 2024
Restyling Unsupervised Concept Based Interpretable Networks with Generative Models Jayneel Parekh Quentin Bouniot Pavlo Mozharovskyi A. Newson Florence dÁlché-Buc SSL 63 1 0 01 Jul 2024
Varying Manifolds in Diffusion: From Time-varying Geometries to Visual Saliency Junhao Chen Manyi Li Zherong Pan Xifeng Gao Changhe Tu DiffM 43 2 0 07 Jun 2024
Learning Discrete Concepts in Latent Hierarchical Models Lingjing Kong Guan-Hong Chen Erdun Gao Eric P. Xing Yuejie Chi Kun Zhang 52 4 0 01 Jun 2024
Unified Editing of Panorama, 3D Scenes, and Videos Through Disentangled Self-Attention Injection Gihyun Kwon Jangho Park Jong Chul Ye VGen DiffM 47 0 0 27 May 2024
Global Counterfactual Directions Bartlomiej Sobieski P. Biecek DiffM 58 5 0 18 Apr 2024
Uncovering the Text Embedding in Text-to-Image Diffusion Models Huikang Yu Hao Luo Fan Wang Feng Zhao 31 10 0 01 Apr 2024
Continuous, Subject-Specific Attribute Control in T2I Models by Identifying Semantic Directions S. A. Baumann Felix Krause Michael Neumayr Nick Stracke Vincent Tao Hu Bjorn Ommer Björn Ommer DiffM LM&Ro 70 11 0 25 Mar 2024
Balancing Act: Distribution-Guided Debiasing in Diffusion Models Rishubh Parihar Abhijnya Bhat Abhipsa Basu Saswat Mallick Jogendra Nath Kundu R. V. Babu 53 19 0 28 Feb 2024
Diffusion Model-Based Image Editing: A Survey Yi Huang Jiancheng Huang Yifan Liu Mingfu Yan Jiaxi Lv Jianzhuang Liu Wei Xiong He Zhang Liangliang Cao Liangliang Cao EGVM 66 86 0 27 Feb 2024
Implicit Diffusion: Efficient Optimization through Stochastic Sampling Pierre Marion Anna Korba Peter Bartlett Mathieu Blondel Valentin De Bortoli Arnaud Doucet Felipe Llinares-López Courtney Paquette Quentin Berthet 79 13 0 08 Feb 2024
UniHDA: A Unified and Versatile Framework for Multi-Modal Hybrid Domain Adaptation Hengjia Li Yang Liu Yuqi Lin Zhanwei Zhang Yibo Zhao ... Tu Zheng Zheng Yang Yuchun Jiang Boxi Wu Deng Cai DiffM 36 0 0 23 Jan 2024
High-Fidelity Diffusion-based Image Editing Chen Hou Guoqiang Wei Zhibo Chen DiffM 35 3 0 25 Dec 2023
All but One: Surgical Concept Erasing with Model Preservation in Text-to-Image Diffusion Models Seunghoo Hong Juhun Lee Simon S. Woo 22 18 0 20 Dec 2023
Flow-Guided Diffusion for Video Inpainting Bohai Gu Yongsheng Yu Hengrui Fan Libo Zhang VGen DiffM 32 12 0 26 Nov 2023
FreeReg: Image-to-Point Cloud Registration Leveraging Pretrained Diffusion Models and Monocular Depth Estimators Haiping Wang Yuan Liu Bing Wang Yujing Sun Zhenchao Dong Wenping Wang Bisheng Yang DiffM 38 11 0 05 Oct 2023
SketchDreamer: Interactive Text-Augmented Creative Sketch Ideation Zhiyu Qu Tao Xiang Yi-Zhe Song DiffM 39 11 0 27 Aug 2023
Understanding the Latent Space of Diffusion Models through the Lens of Riemannian Geometry Yong-Hyun Park Mingi Kwon J. Choi Junghyo Jo Youngjung Uh DiffM 40 60 0 24 Jul 2023
Cocktail: Mixing Multi-Modality Controls for Text-Conditional Image Generation Minghui Hu Jianbin Zheng Daqing Liu Chuanxia Zheng Chaoyue Wang Dacheng Tao Tat-Jen Cham DiffM 25 9 0 01 Jun 2023
A Neural Space-Time Representation for Text-to-Image Personalization Yuval Alaluf Elad Richardson G. Metzer Daniel Cohen-Or DiffM 30 94 0 24 May 2023
ChatFace: Chat-Guided Real Face Editing via Diffusion Latent Space Manipulation Dongxu Yue Qin Guo Munan Ning Jiaxi Cui Yuesheng Zhu Liuliang Yuan DiffM 29 11 0 24 May 2023
Towards Real-time Text-driven Image Manipulation with Unconditional Diffusion Models Nikita Starodubcev Dmitry Baranchuk Valentin Khrulkov Artem Babenko DiffM 49 4 0 10 Apr 2023
StyleDiffusion: Prompt-Embedding Inversion for Text-Based Editing Senmao Li Joost van de Weijer Taihang Hu Fahad Shahbaz Khan Qibin Hou Yaxing Wang Jian Yang DiffM 38 52 0 28 Mar 2023
A Word is Worth a Thousand Pictures: Prompts as AI Design Material Chinmay Kulkarni Stefania Druga Minsuk Chang Alexander J. Fiannaca Carrie J. Cai Michael Terry 3DV 29 30 0 22 Mar 2023
Discovering Interpretable Directions in the Semantic Latent Space of Diffusion Models René Haas Inbar Huberman-Spiegelglas Rotem Mulayoff Stella Graßhof Sami S. Brandt T. Michaeli DiffM 25 39 0 20 Mar 2023
Let 2D Diffusion Model Know 3D-Consistency for Robust Text-to-3D Generation Junyoung Seo Wooseok Jang Minseop Kwak Ines Hyeonsu Kim Jaehoon Ko Junho Kim Jin-Hwa Kim Jiyoung Lee Seung Wook Kim DiffM 46 135 0 14 Mar 2023
Restoration-Degradation Beyond Linear Diffusions: A Non-Asymptotic Analysis For DDIM-Type Samplers Sitan Chen Giannis Daras A. Dimakis DiffM 26 62 0 06 Mar 2023
Unsupervised Discovery of Semantic Latent Directions in Diffusion Models Yong-Hyun Park Mingi Kwon Junghyo Jo Youngjung Uh DiffM 41 22 0 24 Feb 2023
Boundary Guided Learning-Free Semantic Control with Diffusion Models Ye Zhu Yuehua Wu Zhiwei Deng Olga Russakovsky Yan Yan DiffM 25 23 0 16 Feb 2023
MultiDiffusion: Fusing Diffusion Paths for Controlled Image Generation Omer Bar-Tal Lior Yariv Y. Lipman Tali Dekel 45 365 1 16 Feb 2023
Image Embedding for Denoising Generative Models Andrea Asperti David Evangelista Samuele Marro Fabio Merizzi DiffM 25 9 0 30 Dec 2022
Unsupervised Representation Learning from Pre-trained Diffusion Probabilistic Models Zijian Zhang Zhou Zhao Zhijie Lin DiffM 35 52 0 26 Dec 2022
Uncovering the Disentanglement Capability in Text-to-Image Diffusion Models Qiucheng Wu Yujian Liu Handong Zhao Ajinkya Kale T. Bui Tong Yu Zhe-nan Lin Yang Zhang Shiyu Chang DiffM CoGe 30 98 0 16 Dec 2022
SINE: SINgle Image Editing with Text-to-Image Diffusion Models Zhixing Zhang Ligong Han Arna Ghosh Dimitris N. Metaxas Jian Ren DiffM 51 154 0 08 Dec 2022
SpaText: Spatio-Textual Representation for Controllable Image Generation Omri Avrahami Thomas Hayes Oran Gafni Sonal Gupta Yaniv Taigman Devi Parikh Dani Lischinski Ohad Fried Xiaoyue Yin DiffM 40 203 0 25 Nov 2022
Disentangled Representation Learning Xin Wang Hong Chen Siao Tang Zihao Wu Wenwu Zhu DRL 35 78 0 21 Nov 2022
One-shot Ultra-high-Resolution Generative Adversarial Network That Synthesizes 16K Images On A Single GPU Junseok Oh Donghwee Yoon Injung Kim 34 1 0 28 Feb 2022
RePaint: Inpainting using Denoising Diffusion Probabilistic Models Andreas Lugmayr Martin Danelljan Andrés Romero Feng Yu Radu Timofte Luc Van Gool DiffM 233 1,355 0 24 Jan 2022
Semantic Understanding of Scenes through the ADE20K Dataset Bolei Zhou Hang Zhao Xavier Puig Tete Xiao Sanja Fidler Adela Barriuso Antonio Torralba SSeg 253 1,829 0 18 Aug 2016