How much is a noisy image worth? Data Scaling Laws for Ambient Diffusion

How much is a noisy image worth? Data Scaling Laws for Ambient Diffusion

5 November 2024

Yeshwanth Cherapanamjeri

Constantinos Daskalakis

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Papers citing "How much is a noisy image worth? Data Scaling Laws for Ambient Diffusion"

17 / 17 papers shown

Title
Denoising Score Distillation: From Noisy Diffusion Pretraining to One-Step High-Quality Generation Tianyu Chen Yasi Zhang Ziyi Wang Ying Nian Wu Oscar Leong Mingyuan Zhou DiffM 142 2 0 10 Mar 2025
Integrating Amortized Inference with Diffusion Models for Learning Clean Distribution from Corrupted Images Yifei Wang Weimin Bai Weijian Luo Wenzheng Chen He Sun DiffM 51 9 0 15 Jul 2024
Consistent Diffusion Meets Tweedie: Training Exact Ambient Diffusion Models with Noisy Data Giannis Daras Alexandros G. Dimakis Constantinos Daskalakis 106 28 0 20 Mar 2024
Analysis of learning a flow-based generative model from limited sample complexity Hugo Cui Florent Krzakala Eric Vanden-Eijnden Lenka Zdeborová DRL 65 20 0 05 Oct 2023
Ambient Diffusion: Learning Clean Distributions from Corrupted Data Giannis Daras Kulin Shah Y. Dagan Aravind Gollakota A. Dimakis Adam R. Klivans DiffM 109 75 0 30 May 2023
Elucidating the Design Space of Diffusion-Based Generative Models Tero Karras M. Aittala Timo Aila S. Laine DiffM 225 2,033 0 01 Jun 2022
A short note on an inequality between KL and TV C. Canonne 48 42 0 15 Feb 2022
Robust Compressed Sensing MRI with Deep Generative Priors A. Jalal Marius Arvinte Giannis Daras Eric Price A. Dimakis Jonathan I. Tamir MedIm 96 339 0 03 Aug 2021
Score-Based Generative Modeling through Stochastic Differential Equations Yang Song Jascha Narain Sohl-Dickstein Diederik P. Kingma Abhishek Kumar Stefano Ermon Ben Poole DiffM SyDa 370 6,586 0 26 Nov 2020
Denoising Diffusion Implicit Models Jiaming Song Chenlin Meng Stefano Ermon VLM DiffM 300 7,492 0 06 Oct 2020
Denoising Diffusion Probabilistic Models Jonathan Ho Ajay Jain Pieter Abbeel DiffM 742 18,364 0 19 Jun 2020
Optimal estimation of high-dimensional location Gaussian mixtures Natalie Doss Yihong Wu Pengkun Yang Harrison H. Zhou 61 22 0 14 Feb 2020
Noisier2Noise: Learning to Denoise from Unpaired Noisy Data N. Moran Dan Schmidt Yu Zhong Patrick Coady 132 239 0 25 Oct 2019
$Randomly initialized EM algorithm for two-component Gaussian mixture achieves near optimality in $O(\sqrt{n})$ iterations$ Randomly initialized EM algorithm for two-component Gaussian mixture achieves near optimality in $O(\sqrt{n})$ iterations Yihong Wu Harrison H. Zhou 260 42 0 28 Aug 2019
Generative Modeling by Estimating Gradients of the Data Distribution Yang Song Stefano Ermon SyDa DiffM 258 3,961 0 12 Jul 2019
Noise2Void - Learning Denoising from Single Noisy Images Alexander Krull T. Buchholz Florian Jug 117 1,107 0 27 Nov 2018
Optimal estimation of Gaussian mixtures via denoised method of moments Yihong Wu Pengkun Yang 105 77 0 19 Jul 2018