Patronus: Bringing Transparency to Diffusion Models with Prototypes

Patronus: Bringing Transparency to Diffusion Models with Prototypes

28 March 2025

Siavash Bigdeli

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Papers citing "Patronus: Bringing Transparency to Diffusion Models with Prototypes"

19 / 19 papers shown

Title
Are Sex-based Physiological Differences the Cause of Gender Bias for Chest X-ray Diagnosis? Nina Weng Siavash Bigdeli Eike Petersen Aasa Feragen 98 11 0 09 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 113 72 0 24 Jul 2023
InfoDiffusion: Representation Learning Using Information Maximizing Diffusion Models Yingheng Wang Yair Schiff Aaron Gokaslan Weishen Pan Fei Wang Chris De Sa Volodymyr Kuleshov DiffM 105 41 0 14 Jun 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 79 43 0 20 Mar 2023
NashAE: Disentangling Representations through Adversarial Covariance Minimization Eric C. Yeats Frank Liu David A. P. Womble Hai Helen Li CML 78 10 0 21 Sep 2022
An Image is Worth One Word: Personalizing Text-to-Image Generation using Textual Inversion Rinon Gal Yuval Alaluf Yuval Atzmon Or Patashnik Amit H. Bermano Gal Chechik Daniel Cohen-Or 168 1,898 0 02 Aug 2022
Diffusion Autoencoders: Toward a Meaningful and Decodable Representation Konpat Preechakul Nattanat Chatthee Suttisak Wizadwongsa Supasorn Suwajanakorn SyDa DiffM 121 434 0 30 Nov 2021
Deformable ProtoPNet: An Interpretable Image Classifier Using Deformable Prototypes Jonathan Donnelly A. Barnett Chaofan Chen 3DH 125 129 0 29 Nov 2021
Multi-Modal Prototype Learning for Interpretable Multivariable Time Series Classification Gaurav R. Ghosal R. Abbasi-Asl AI4TS 16 7 0 17 Jun 2021
Denoising Diffusion Probabilistic Models Jonathan Ho Ajay Jain Pieter Abbeel DiffM 773 18,408 0 19 Jun 2020
Comparing Different Deep Learning Architectures for Classification of Chest Radiographs Keno K. Bressem Lisa Christine Adams C. Erxleben B. Hamm S. Niehues J. Vahldiek 49 168 0 20 Feb 2020
Interpretable and Steerable Sequence Learning via Prototypes Yao Ming Panpan Xu Huamin Qu Liu Ren AI4TS 63 141 0 23 Jul 2019
CheXpert: A Large Chest Radiograph Dataset with Uncertainty Labels and Expert Comparison Jeremy Irvin Pranav Rajpurkar M. Ko Yifan Yu Silviana Ciurea-Ilcus ... D. Larson C. Langlotz Bhavik Patel M. Lungren A. Ng 120 2,605 0 21 Jan 2019
A Style-Based Generator Architecture for Generative Adversarial Networks Tero Karras S. Laine Timo Aila 628 10,595 0 12 Dec 2018
This Looks Like That: Deep Learning for Interpretable Image Recognition Chaofan Chen Oscar Li Chaofan Tao A. Barnett Jonathan Su Cynthia Rudin 270 1,187 0 27 Jun 2018
Deep Learning for Case-Based Reasoning through Prototypes: A Neural Network that Explains Its Predictions Oscar Li Hao Liu Chaofan Chen Cynthia Rudin 193 593 0 13 Oct 2017
Fashion-MNIST: a Novel Image Dataset for Benchmarking Machine Learning Algorithms Han Xiao Kashif Rasul Roland Vollgraf 289 8,928 0 25 Aug 2017
Making the V in VQA Matter: Elevating the Role of Image Understanding in Visual Question Answering Yash Goyal Tejas Khot D. Summers-Stay Dhruv Batra Devi Parikh CoGe 359 3,274 0 02 Dec 2016
Deep Learning Face Attributes in the Wild Ziwei Liu Ping Luo Xiaogang Wang Xiaoou Tang CVBM 268 8,433 0 28 Nov 2014