DrivAerNet++: A Large-Scale Multimodal Car Dataset with Computational Fluid Dynamics Simulations and Deep Learning Benchmarks

DrivAerNet++: A Large-Scale Multimodal Car Dataset with Computational Fluid Dynamics Simulations and Deep Learning Benchmarks

13 June 2024

Mohamed Elrefaie

Papers citing "DrivAerNet++: A Large-Scale Multimodal Car Dataset with Computational Fluid Dynamics Simulations and Deep Learning Benchmarks"

15 / 15 papers shown

Title
Continual Learning Strategies for 3D Engineering Regression Problems: A Benchmarking Study Kaira M. Samuel Faez Ahmed 38 0 0 16 Apr 2025
DeepWheel: Generating a 3D Synthetic Wheel Dataset for Design and Performance Evaluation Soyoung Yoo Namwoo Kang 23 0 0 15 Apr 2025
DrivAer Transformer: A high-precision and fast prediction method for vehicle aerodynamic drag coefficient based on the DrivAerNet++ dataset Jiaqi He Xiangwen Luo Yiping Wang AI4CE 27 0 0 11 Apr 2025
Benchmarking Convolutional Neural Network and Graph Neural Network based Surrogate Models on a Real-World Car External Aerodynamics Dataset Sam Jacob Jacob Markus Mrosek C. Othmer Harald Köstler GNN 38 0 0 09 Apr 2025
AI Agents in Engineering Design: A Multi-Agent Framework for Aesthetic and Aerodynamic Car Design Mohamed Elrefaie Janet Qian Raina Wu Qian Chen Angela Dai Faez Ahmed AI4CE 34 0 0 30 Mar 2025
RECALL-MM: A Multimodal Dataset of Consumer Product Recalls for Risk Analysis using Computational Methods and Large Language Models Diana Bolanos Mohammadmehdi Ataei Daniele Grandi K. Goucher-Lambert 43 0 0 29 Mar 2025
TripNet: Learning Large-scale High-fidelity 3D Car Aerodynamics with Triplane Networks Qian Chen Mohamed Elrefaie Angela Dai Faez Ahmed 3DPC AI4CE 48 1 0 19 Mar 2025
MeshFleet: Filtered and Annotated 3D Vehicle Dataset for Domain Specific Generative Modeling Damian Boborzi Phillip Mueller Jonas Emrich Dominik Schmid Sebastian Mueller Lars Mikelsons DiffM 65 0 0 18 Mar 2025
VehicleSDF: A 3D generative model for constrained engineering design via surrogate modeling Hayata Morita Kohei Shintani Chenyang Yuan Frank Permenter AI4CE 29 2 0 09 Oct 2024
Data Publishing in Mechanics and Dynamics: Challenges, Guidelines, and Examples from Engineering Design Henrik Ebel J. V. Delden Timo Luddecke Aditya Borse Rutwik Gulakala ... Kristin Miriam de Payrebrune Maximilian Raff C. D. Remy Benedict Röder P. Eberhard AI4CE 34 0 0 07 Oct 2024
DrivAerNet: A Parametric Car Dataset for Data-Driven Aerodynamic Design and Prediction Mohamed Elrefaie Angela Dai Faez Ahmed DiffM AI4CE 36 9 0 12 Mar 2024
AutoGluon-Tabular: Robust and Accurate AutoML for Structured Data Nick Erickson Jonas W. Mueller Alexander Shirkov Hang Zhang Pedro Larroy Mu Li Alex Smola LMTD 81 576 0 13 Mar 2020
Convolutional Occupancy Networks Songyou Peng Michael Niemeyer L. Mescheder Marc Pollefeys Andreas Geiger 3DV AI4CE 209 860 0 10 Mar 2020
PointNet: Deep Learning on Point Sets for 3D Classification and Segmentation C. Qi Hao Su Kaichun Mo Leonidas J. Guibas 3DH 3DPC 3DV PINN 210 13,886 0 02 Dec 2016
Spatial Transformer Networks Max Jaderberg Karen Simonyan Andrew Zisserman Koray Kavukcuoglu 124 7,284 0 05 Jun 2015