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Diffusion Models Beat GANs on Topology Optimization

20 August 2022

Papers citing "Diffusion Models Beat GANs on Topology Optimization"

23 / 23 papers shown

Title
Multi-scale Topology Optimization using Neural Networks Hongrui Chen Xingchen Liu Levent Burak Kara AI4CE 126 1 0 21 Feb 2025
DDAT: Diffusion Policies Enforcing Dynamically Admissible Robot Trajectories Jean-Baptiste Bouvier Kanghyun Ryu Kartik Nagpal Qiayuan Liao Koushil Sreenath Negar Mehr 165 2 0 20 Feb 2025
Consistency Training with Physical Constraints Che-Chia Chang Chen-Yang Dai Te-Sheng Lin M. Lai Chieh-Hsin Lai DiffM 63 0 0 11 Feb 2025
Large Language Model Agent as a Mechanical Designer Yayati Jadhav A. Farimani AI4CE LLMAG 146 10 0 26 Apr 2024
Balanced Mixed-Type Tabular Data Synthesis with Diffusion Models Zeyu Yang Peikun Guo Khadija Zanna Akane Sano Xiaoxue Yang Akane Sano DiffM 100 10 0 12 Apr 2024
Physics-Informed Diffusion Models Jan-Hendrik Bastek WaiChing Sun D. Kochmann DiffM AI4CE 142 19 0 21 Mar 2024
Classifier-Free Diffusion Guidance Jonathan Ho Tim Salimans FaML 196 3,963 0 26 Jul 2022
Accelerating Score-based Generative Models with Preconditioned Diffusion Sampling He Ma Li Zhang Xiatian Zhu Jianfeng Feng DiffM 115 27 0 05 Jul 2022
GLIDE: Towards Photorealistic Image Generation and Editing with Text-Guided Diffusion Models Alex Nichol Prafulla Dhariwal Aditya A. Ramesh Pranav Shyam Pamela Mishkin Bob McGrew Ilya Sutskever Mark Chen 364 3,627 0 20 Dec 2021
SegDiff: Image Segmentation with Diffusion Probabilistic Models Tomer Amit Tal Shaharbany Eliya Nachmani Lior Wolf DiffM 103 306 0 01 Dec 2021
Deep Generative Models in Engineering Design: A Review Lyle Regenwetter Amin Heyrani Nobari Faez Ahmed 3DV AI4CE 81 185 0 21 Oct 2021
PcDGAN: A Continuous Conditional Diverse Generative Adversarial Network For Inverse Design Amin Heyrani Nobari Wei Chen Faez Ahmed 71 50 0 07 Jun 2021
Diffusion Models Beat GANs on Image Synthesis Prafulla Dhariwal Alex Nichol 268 7,938 0 11 May 2021
BIKED: A Dataset for Computational Bicycle Design with Machine Learning Benchmarks Lyle Regenwetter Brent Curry Faez Ahmed 121 36 0 10 Mar 2021
Improved Denoising Diffusion Probabilistic Models Alex Nichol Prafulla Dhariwal DiffM 352 3,716 0 18 Feb 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 353 6,566 0 26 Nov 2020
Denoising Diffusion Probabilistic Models Jonathan Ho Ajay Jain Pieter Abbeel DiffM 709 18,310 0 19 Jun 2020
TopologyGAN: Topology Optimization Using Generative Adversarial Networks Based on Physical Fields Over the Initial Domain Zhenguo Nie Tong Lin Haoliang Jiang Levent Burak Kara AI4CE 129 171 0 05 Mar 2020
A Novel Topology Optimization Approach using Conditional Deep Learning Sharad Rawat M. Shen BDL 60 54 0 14 Jan 2019
Deep learning for determining a near-optimal topological design without any iteration Yonggyun Yu Taeil Hur Jaeho Jung I. Jang 3DV 59 292 0 13 Jan 2018
Neural networks for topology optimization Ivan Sosnovik Ivan Oseledets 63 257 0 27 Sep 2017
U-Net: Convolutional Networks for Biomedical Image Segmentation Olaf Ronneberger Philipp Fischer Thomas Brox SSeg 3DV 1.9K 77,378 0 18 May 2015
Deep Unsupervised Learning using Nonequilibrium Thermodynamics Jascha Narain Sohl-Dickstein Eric A. Weiss Niru Maheswaranathan Surya Ganguli SyDa DiffM 312 7,016 0 12 Mar 2015