Decoupled Classifier-Free Guidance for Counterfactual Diffusion Models

17 June 2025

Tian Xia

Fabio De Sousa Ribeiro

Papers citing "Decoupled Classifier-Free Guidance for Counterfactual Diffusion Models"

20 / 20 papers shown

Title
PRISM: High-Resolution & Precise Counterfactual Medical Image Generation using Language-guided Stable Diffusion Amar Kumar Anita Kriz Mohammad Havaei Tal Arbel MedIm 93 3 0 28 Feb 2025
Counterfactual Generative Modeling with Variational Causal Inference Yulun Wu Louie McConnell Claudia Iriondo CML BDL 97 3 0 16 Oct 2024
LocInv: Localization-aware Inversion for Text-Guided Image Editing Chuanming Tang Kai Wang Fei Yang Joost van de Weijer DiffM 67 5 0 02 May 2024
Rethinking the Spatial Inconsistency in Classifier-Free Diffusion Guidance Dazhong Shen Guanglu Song Zeyue Xue Fu-Yun Wang Yu Liu DiffM 69 18 0 08 Apr 2024
Benchmarking Counterfactual Image Generation Thomas Melistas Nikos Spyrou Nefeli Gkouti Pedro Sanchez Athanasios Vlontzos Yannis Panagakis G. Papanastasiou Sotirios A. Tsaftaris EGVM CML 79 11 0 29 Mar 2024
Measuring axiomatic soundness of counterfactual image models M. Monteiro Fabio De Sousa Ribeiro Nick Pawlowski Daniel Coelho De Castro Ben Glocker 101 29 0 02 Mar 2023
Adding Conditional Control to Text-to-Image Diffusion Models Lvmin Zhang Anyi Rao Maneesh Agrawala AI4CE 173 4,146 1 10 Feb 2023
Pearl Causal Hierarchy on Image Data: Intricacies & Challenges Matej Zečević Moritz Willig Devendra Singh Dhami Kristian Kersting 51 2 0 23 Dec 2022
DiffEdit: Diffusion-based semantic image editing with mask guidance Guillaume Couairon Jakob Verbeek Holger Schwenk Matthieu Cord DiffM 143 507 0 20 Oct 2022
Neural Causal Models for Counterfactual Identification and Estimation K. Xia Yushu Pan Elias Bareinboim CML 91 38 0 30 Sep 2022
Causal Machine Learning for Healthcare and Precision Medicine Pedro Sanchez J. Voisey Tian Xia Hannah I. Watson Alison Q. OÑeil Sotirios A. Tsaftaris OOD CML 79 115 0 23 May 2022
Hierarchical Text-Conditional Image Generation with CLIP Latents Aditya A. Ramesh Prafulla Dhariwal Alex Nichol Casey Chu Mark Chen VLM DiffM 410 6,897 0 13 Apr 2022
Diffusion Models Beat GANs on Image Synthesis Prafulla Dhariwal Alex Nichol 241 7,933 0 11 May 2021
Very Deep VAEs Generalize Autoregressive Models and Can Outperform Them on Images R. Child BDL VLM 184 351 0 20 Nov 2020
Denoising Diffusion Implicit Models Jiaming Song Chenlin Meng Stefano Ermon VLM DiffM 286 7,454 0 06 Oct 2020
Evaluating and Mitigating Bias in Image Classifiers: A Causal Perspective Using Counterfactuals Saloni Dash V. Balasubramanian Amit Sharma CML 61 70 0 17 Sep 2020
Normalizing Flows for Probabilistic Modeling and Inference George Papamakarios Eric T. Nalisnick Danilo Jimenez Rezende S. Mohamed Balaji Lakshminarayanan TPM AI4CE 207 1,711 0 05 Dec 2019
Generative Modeling by Estimating Gradients of the Data Distribution Yang Song Stefano Ermon SyDa DiffM 258 3,954 0 12 Jul 2019
The Unreasonable Effectiveness of Deep Features as a Perceptual Metric Richard Y. Zhang Phillip Isola Alexei A. Efros Eli Shechtman Oliver Wang EGVM 377 11,877 0 11 Jan 2018
Deep Unsupervised Learning using Nonequilibrium Thermodynamics Jascha Narain Sohl-Dickstein Eric A. Weiss Niru Maheswaranathan Surya Ganguli SyDa DiffM 306 7,005 0 12 Mar 2015