Discovering Interpretable Directions in the Semantic Latent Space of Diffusion Models

20 March 2023

René Haas

Inbar Huberman-Spiegelglas

Papers citing "Discovering Interpretable Directions in the Semantic Latent Space of Diffusion Models"

32 / 32 papers shown

Title
Emergence and Evolution of Interpretable Concepts in Diffusion Models Berk Tinaz Zalan Fabian Mahdi Soltanolkotabi DiffM 23 0 0 21 Apr 2025
Patronus: Bringing Transparency to Diffusion Models with Prototypes Nina Weng Aasa Feragen Siavash Bigdeli DiffM 41 0 0 28 Mar 2025
Superscopes: Amplifying Internal Feature Representations for Language Model Interpretation Jonathan Jacobi Gal Niv LRM ReLM 60 0 0 03 Mar 2025
Generative Modeling on Lie Groups via Euclidean Generalized Score Matching Marco Bertolini Tuan Le Djork-Arné Clevert DiffM 86 0 0 04 Feb 2025
Exploring Structured Semantic Priors Underlying Diffusion Score for Test-time Adaptation Mingjia Li Shuang Li Tongrui Su Longhui Yuan Jian Liang Wei Li DiffM 39 0 0 03 Jan 2025
Unsupervised Region-Based Image Editing of Denoising Diffusion Models ZeLin Li Yue Song R. Tao Xiaohong Jia Yao Zhao Wei Wang DiffM 82 0 0 17 Dec 2024
Decoding Diffusion: A Scalable Framework for Unsupervised Analysis of Latent Space Biases and Representations Using Natural Language Prompts E. Z. Zeng Yuhao Chen A. Wong DiffM 36 0 0 25 Oct 2024
Latent Abstractions in Generative Diffusion Models Giulio Franzese Mattia Martini Giulio Corallo Paolo Papotti Pietro Michiardi DiffM 38 0 0 04 Oct 2024
Exploring the Potentials and Challenges of Deep Generative Models in Product Design Conception Phillip Mueller Lars Mikelsons AI4CE 41 1 0 15 Jul 2024
Emergence of Hidden Capabilities: Exploring Learning Dynamics in Concept Space Core Francisco Park Maya Okawa Andrew Lee Ekdeep Singh Lubana Hidenori Tanaka 62 7 0 27 Jun 2024
DiffLoss: unleashing diffusion model as constraint for training image restoration network Jiangtong Tan Feng Zhao 36 0 0 27 Jun 2024
FouRA: Fourier Low Rank Adaptation Shubhankar Borse Shreya Kadambi N. Pandey Kartikeya Bhardwaj Viswanath Ganapathy Sweta Priyadarshi Risheek Garrepalli Rafael Esteves Munawar Hayat Fatih Porikli 39 6 0 13 Jun 2024
DiffusionPID: Interpreting Diffusion via Partial Information Decomposition Shaurya Dewan Rushikesh Zawar Prakanshul Saxena Yingshan Chang Andrew F. Luo Yonatan Bisk DiffM 43 4 0 07 Jun 2024
Varying Manifolds in Diffusion: From Time-varying Geometries to Visual Saliency Junhao Chen Manyi Li Zherong Pan Xifeng Gao Changhe Tu DiffM 40 2 0 07 Jun 2024
Understanding the Limitations of Diffusion Concept Algebra Through Food E. Z. Zeng Yuhao Chen A. Wong 37 0 0 05 Jun 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
An Analysis of Human Alignment of Latent Diffusion Models Lorenz Linhardt Marco Morik Sidney Bender Naima Elosegui Borras DiffM 33 3 0 13 Mar 2024
On the Semantic Latent Space of Diffusion-Based Text-to-Speech Models Miri Varshavsky-Hassid Roy Hirsch Regev Cohen Tomer Golany Daniel Freedman Ehud Rivlin 26 3 0 19 Feb 2024
Zero-Shot Unsupervised and Text-Based Audio Editing Using DDPM Inversion Hila Manor T. Michaeli DiffM 23 25 0 15 Feb 2024
Latent Space Editing in Transformer-Based Flow Matching Vincent Tao Hu David W. Zhang Pascal Mettes Meng Tang Deli Zhao Cees G. M. Snoek 50 29 0 17 Dec 2023
NoiseCLR: A Contrastive Learning Approach for Unsupervised Discovery of Interpretable Directions in Diffusion Models Yusuf Dalva Pinar Yanardag DiffM 26 18 0 08 Dec 2023
LooseControl: Lifting ControlNet for Generalized Depth Conditioning Shariq Farooq Bhat Niloy J. Mitra Peter Wonka AI4CE DiffM 36 34 0 05 Dec 2023
Self-Discovering Interpretable Diffusion Latent Directions for Responsible Text-to-Image Generation Hang Li Chengzhi Shen Philip H. S. Torr Volker Tresp Jindong Gu 26 32 0 28 Nov 2023
Concept Sliders: LoRA Adaptors for Precise Control in Diffusion Models Rohit Gandikota Joanna Materzyñska Tingrui Zhou Antonio Torralba David Bau DiffM 37 62 0 20 Nov 2023
Subjective Face Transform using Human First Impressions Chaitanya Roygaga Joshua Krinsky Kai Zhang Kenny Kwok Aparna Bharati CVBM 41 0 0 27 Sep 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
A Neural Space-Time Representation for Text-to-Image Personalization Yuval Alaluf Elad Richardson G. Metzer Daniel Cohen-Or DiffM 28 94 0 24 May 2023
Concept Algebra for (Score-Based) Text-Controlled Generative Models Zihao Wang Lin Gui Jeffrey Negrea Victor Veitch CoGe DiffM 32 32 0 07 Feb 2023
A Survey on Deep Generative 3D-aware Image Synthesis Weihao Xia Jing-Hao Xue 3DV 31 20 0 25 Oct 2022
Diffusion-based Image Translation using Disentangled Style and Content Representation Gihyun Kwon Jong Chul Ye DiffM 157 155 0 30 Sep 2022
Zero-Shot Text-to-Image Generation Aditya A. Ramesh Mikhail Pavlov Gabriel Goh Scott Gray Chelsea Voss Alec Radford Mark Chen Ilya Sutskever VLM 255 4,781 0 24 Feb 2021