DeCoDE Lab
MIT

Engineering Datasets

A Curated List of Engineering Design Datasets by the DeCoDE lab.

VLM Dataset

VLM Dataset

VLM dataset - A dataset of 1000+ tasks to evaluate vision language models.

LINKS

LINKS

LINKS dataset - A dataset of 100 million planar linkage mechanisms and 1.1 billion coupler curves obtained from kinematic simulations. The dataset also contains curated curves, 100 million negative samples, and a publicly available simulation software.

BIKED

BIKED

BIKED dataset - A dataset of 4,512 bicycle models with parametric data, images, and segmented component images.

BIKED++

BIKED++

BIKED++ dataset - A multimodal dataset of 1.4 million bicycle image and parametric CAD designs.

FRAMED

FRAMED

FRAMED dataset - A dataset of 4,500 bicycle frames and ten performance metrics obtained from structural simulations.

Aircraft Lift and Drag Dataset

Aircraft Lift and Drag Dataset

Aircraft Lift and Drag dataset - A dataset of lift and drag performance values of 4,045 3D aircraft models from Shapenet.

Turbo Compressors

Turbo Compressors

Turbo-compressors dataset - A dataset of 22 million turbo-compressors and their performance under different operating conditions.

DrivAerNet++

DrivAerNet++

DrivAerNet++ - A large-scale multimodal dataset of 8000 detailed 3D car meshes and aerodynamic performance data comprising of full 3D pressure, velocity fields, and wall-shear stresses, point clouds and parts annotation.

DrivAerNet

DrivAerNet

DrivAerNet dataset - A dataset of 4000 detailed 3D car meshes and aerodynamic performance data comprising of full 3D pressure, velocity fields, and wall-shear stresses.

Autosurf Aircraft Dataset

Autosurf Aircraft Dataset

Autosurf aircraft dataset A dataset of 1,050 airplane models with segmentation labels, created using NASA's Open Vehicle Sketch Pad (OpenVSP).

Car Drag Coefficient (3D Cars)

Car Drag Coefficient (3D Cars)

Car Drag Coefficient - A dataset of 4,948 3D car meshes, their renderings, and their drag coefficients.

Topodiff

Topodiff

Topodiff topology optimization dataset - A dataset of 33,000 images corresponding to optimal topologies for diverse boundary conditions. The dataset also contains their physical fields, compliance values, and an additional 42000 non-optimal topologies.

Ship-D

Ship-D

SHIP-D dataset - A dataset of 30,000 ship hulls each with design and functional performance information, including parameterization, mesh, point-cloud, and image representations, as well as 32 hydrodynamic drag measures under different operating conditions.

Airfoils

Airfoils

Airfoil dataset - A synthetic dataset of 48,503 airfoils and their aerodynamic performance computed using OpenFOAM.

Innovative Milk Frothers

Innovative Milk Frothers

Milk Frother dataset - A multimodal dataset of 1,126 milk frother sketches and their text descriptions. The dataset is derived from a milk frother dataset collected at the Brite lab.