Beyond Statistical Similarity: Rethinking Metrics for Deep Generative Models in Engineering Design

6 February 2023

Akash Srivastava

Papers citing "Beyond Statistical Similarity: Rethinking Metrics for Deep Generative Models in Engineering Design"

21 / 21 papers shown

Title
GeoBiked: A Dataset with Geometric Features and Automated Labeling Techniques to Enable Deep Generative Models in Engineering Design Phillip Mueller Sebastian Mueller Lars Mikelsons 26 1 0 25 Sep 2024
CAD-Prompted Generative Models: A Pathway to Feasible and Novel Engineering Designs Leah Chong Jude Rayan Steven Dow Ioanna Lykourentzou Faez Ahmed DiffM 35 3 0 11 Jul 2024
Bridging Design Gaps: A Parametric Data Completion Approach With Graph Guided Diffusion Models Rui Zhou Chenyang Yuan Frank Permenter Yanxia Zhang Nikos Arechiga Matt Klenk Faez Ahmed DiffM 35 0 0 17 Jun 2024
Scorecards for Synthetic Medical Data Evaluation and Reporting Ghada Zamzmi Adarsh Subbaswamy E. Sizikova Edward Margerrison Jana G. Delfino Aldo Badano 32 1 0 17 Jun 2024
Exploring the Capabilities of Large Language Models for Generating Diverse Design Solutions Kevin Ma Daniele Grandi Christopher McComb K. Goucher-Lambert 53 1 0 02 May 2024
Elicitron: An LLM Agent-Based Simulation Framework for Design Requirements Elicitation Mohammadmehdi Ataei Hyunmin Cheong Daniele Grandi Ye Wang Nigel Morris Alexander Tessier 42 10 0 04 Apr 2024
From Cloud to Edge: Rethinking Generative AI for Low-Resource Design Challenges Sai Krishna Revanth Vuruma Ashley Margetts Jianhai Su Faez Ahmed Biplav Srivastava 38 5 0 20 Feb 2024
ShipGen: A Diffusion Model for Parametric Ship Hull Generation with Multiple Objectives and Constraints Noah J. Bagazinski Faez Ahmed 37 8 0 09 Nov 2023
Opportunities for Large Language Models and Discourse in Engineering Design Jan Göpfert J. Weinand Patrick Kuckertz D. Stolten AI4CE 36 4 0 15 Jun 2023
A Meta-Generation framework for Industrial System Generation Fouad Oubari Raphael Meunier Rodrigue Décatoire Mathilde Mougeot AI4CE 16 0 0 08 Jun 2023
FigGen: Text to Scientific Figure Generation Juan A. Rodriguez David Vazquez I. Laradji M. Pedersoli Pau Rodríguez López DiffM 14 6 0 01 Jun 2023
Conceptual Design Generation Using Large Language Models Kevin Ma Daniele Grandi Christopher McComb K. Goucher-Lambert 28 19 0 30 May 2023
MCD: A Model-Agnostic Counterfactual Search Method For Multi-modal Design Modifications Lyle Regenwetter Yazan Abu Obaideh Faez Ahmed 23 2 0 18 May 2023
DATED: Guidelines for Creating Synthetic Datasets for Engineering Design Applications Cyril Picard Jürg Schiffmann Faez Ahmed 34 8 0 15 May 2023
Multi-modal Machine Learning in Engineering Design: A Review and Future Directions Binyang Song Ruilin Zhou Faez Ahmed AI4CE 37 40 0 14 Feb 2023
Diffusion Models in Vision: A Survey Florinel-Alin Croitoru Vlad Hondru Radu Tudor Ionescu M. Shah DiffM VLM MedIm 194 1,143 0 10 Sep 2022
Diffusion Models: A Comprehensive Survey of Methods and Applications Ling Yang Zhilong Zhang Yingxia Shao Shenda Hong Runsheng Xu Yue Zhao Wentao Zhang Bin Cui Ming-Hsuan Yang DiffM MedIm 224 1,304 0 02 Sep 2022
FRAMED: An AutoML Approach for Structural Performance Prediction of Bicycle Frames Lyle Regenwetter Colin Weaver Faez Ahmed AI4CE 32 17 0 25 Jan 2022
TopologyGAN: Topology Optimization Using Generative Adversarial Networks Based on Physical Fields Over the Initial Domain Zhenguo Nie Tong Lin Haoliang Jiang L. Kara AI4CE 103 168 0 05 Mar 2020
A Style-Based Generator Architecture for Generative Adversarial Networks Tero Karras S. Laine Timo Aila 285 10,354 0 12 Dec 2018
Determinantal point processes for machine learning Alex Kulesza B. Taskar 162 1,123 0 25 Jul 2012