Cover Image

From Concept to Manufacturing: Evaluating Vision-Language Models for Engineering Design

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Picard, Cyril, Edwards, Kristen M., Doris, Anna C., Man, Brandon, Giannone, Giorgio, Alam, Md Ferdous, Ahmed, Faez
Format:	Preprint
Published:	2023
Subjects:	Artificial Intelligence Computational Engineering, Finance, and Science
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Fast and Accurate Zero-Training Classification for Tabular Engineering Data
by: Picard, Cyril, et al.
Published: (2024)

Fast and Accurate Bayesian Optimization with Pre-trained Transformers for Constrained Engineering Problems
by: Rosen, et al.
Published: (2024)

Constraining Generative Models for Engineering Design with Negative Data
by: Regenwetter, Lyle, et al.
Published: (2023)

GIT-BO: High-Dimensional Bayesian Optimization with Tabular Foundation Models
by: Yu, Rosen Ting-Ying, et al.
Published: (2025)

Generative Optimization: A Perspective on AI-Enhanced Problem Solving in Engineering
by: Regenwetter, Lyle, et al.
Published: (2024)

NITO: Neural Implicit Fields for Resolution-free Topology Optimization
by: Nobari, Amin Heyrani, et al.
Published: (2024)

GIFT: Bootstrapping Image-to-CAD Program Synthesis via Geometric Feedback
by: Giannone, Giorgio, et al.
Published: (2026)

Optimize Any Topology: A Foundation Model for Shape- and Resolution-Free Structural Topology Optimization
by: Nobari, Amin Heyrani, et al.
Published: (2025)

PGD-TO: A Scalable Alternative to MMA Using Projected Gradient Descent for Multi-Constraint Topology Optimization
by: Nobari, Amin Heyrani, et al.
Published: (2025)

Continual Learning Strategies for 3D Engineering Regression Problems: A Benchmarking Study
by: Samuel, Kaira M., et al.
Published: (2025)

C-ShipGen: A Conditional Guided Diffusion Model for Parametric Ship Hull Design
by: Bagazinski, Noah J., et al.
Published: (2024)

AI Agents in Engineering Design: A Multi-Agent Framework for Aesthetic and Aerodynamic Car Design
by: Elrefaie, Mohamed, et al.
Published: (2025)

DrivAerNet: A Parametric Car Dataset for Data-Driven Aerodynamic Design and Prediction
by: Elrefaie, Mohamed, et al.
Published: (2024)

Leveraging Vision-Language Models for Manufacturing Feature Recognition in CAD Designs
by: Khan, Muhammad Tayyab, et al.
Published: (2024)

Reverse Engineering of Additively Manufactured Parts: Integrating 3D Scanning and Simulation-Driven Distortion Compensation
by: Bushra, Jannatul, et al.
Published: (2025)

CAD-Coder: An Open-Source Vision-Language Model for Computer-Aided Design Code Generation
by: Doris, Anna C., et al.
Published: (2025)

Metrology and Manufacturing-Integrated Digital Twin (MM-DT) for Advanced Manufacturing: Insights from CMM and FARO Arm Measurements
by: Samadi, Hamidreza, et al.
Published: (2024)

BikeBench: A Bicycle Design Benchmark for Generative Models with Objectives and Constraints
by: Regenwetter, Lyle, et al.
Published: (2025)

Offshore Wind Turbine Tower Design and Optimization: A Review and AI-Driven Future Directions
by: Ribeiro, João Alves, et al.
Published: (2024)

PMI-DT: Leveraging Digital Twins and Machine Learning for Predictive Modeling and Inspection in Manufacturing
by: Hamel, Chas, et al.
Published: (2024)

GenCAD: Image-Conditioned Computer-Aided Design Generation with Transformer-Based Contrastive Representation and Diffusion Priors
by: Alam, Md Ferdous, et al.
Published: (2024)

Sketch2Prototype: Rapid Conceptual Design Exploration and Prototyping with Generative AI
by: Edwards, Kristen M., et al.
Published: (2024)

Parametric-ControlNet: Multimodal Control in Foundation Models for Precise Engineering Design Synthesis
by: Zhou, Rui, et al.
Published: (2024)

VideoCAD: A Dataset and Model for Learning Long-Horizon 3D CAD UI Interactions from Video
by: Man, Brandon, et al.
Published: (2025)

From Production Envelopes to Executable Schedules: Sound Constructive Refinement for High-Mix Manufacturing
by: Liu, Runhao, et al.
Published: (2025)

Predicting Gas Well Performance with Decline Curve Analysis: A Case Study on Semutang Gas Field
by: Rahaman, Md. Shakil, et al.
Published: (2025)

DesignQA: A Multimodal Benchmark for Evaluating Large Language Models' Understanding of Engineering Documentation
by: Doris, Anna C., et al.
Published: (2024)

DrivAerNet++: A Large-Scale Multimodal Car Dataset with Computational Fluid Dynamics Simulations and Deep Learning Benchmarks
by: Elrefaie, Mohamed, et al.
Published: (2024)

StockGenChaR: A Study on the Evaluation of Large Vision-Language Models on Stock Chart Captioning
by: Qiu, Le, et al.
Published: (2024)

From Scores to Skills: A Cognitive Diagnosis Framework for Evaluating Financial Large Language Models
by: Kuang, Ziyan, et al.
Published: (2025)

The Statistical Significance of the Inclusion of Graph Neural Networks in the Financial Time Series Forecasting Problem
by: Gregnanin, Marco, et al.
Published: (2026)

A Generative Adversarial Graph Neural Network for Synthetic Time Series Data
by: Gregnanin, Marco, et al.
Published: (2026)

Connectomics Informed by Large Language Models
by: Thompson, Elinor, et al.
Published: (2025)

Evaluating Large Language Models (LLMs) in Financial NLP: A Comparative Study on Financial Report Analysis
by: Mohsin, Md Talha
Published: (2025)

Bridging Design Gaps: A Parametric Data Completion Approach With Graph Guided Diffusion Models
by: Zhou, Rui, et al.
Published: (2024)

LAMP: Data-Efficient Linear Affine Weight-Space Models for Parameter-Controlled 3D Shape Generation and Extrapolation
by: Nehme, Ghadi, et al.
Published: (2025)

DeFi: Concepts and Ecosystem
by: Costa, Carlos J.
Published: (2024)

Bridging Sequential Deep Operator Network and Video Diffusion: Residual Refinement of Spatio-Temporal PDE Solutions
by: Park, Jaewan, et al.
Published: (2025)

Bioinspired Nested-Isotropic Lattices with Tunable Anisotropy for Additive Manufacturing
by: Boda, R., et al.
Published: (2024)

Opportunities for Large Language Models and Discourse in Engineering Design
by: Göpfert, Jan, et al.
Published: (2023)