Engineering Datasets
A Curated List of Engineering Design Datasets by the DeCoDE lab.
A Curated List of Engineering Design Datasets by the DeCoDE lab.
VLM dataset - A dataset of 1000+ tasks to evaluate vision language models.
Explore Parametric/CAD-based datasets
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 dataset - A dataset of 4,512 bicycle models with parametric data, images, and segmented component images.
BIKED++ dataset - A multimodal dataset of 1.4 million bicycle image and parametric CAD designs.
FRAMED dataset - A dataset of 4,500 bicycle frames and ten performance metrics obtained from structural simulations.
Aircraft Lift and Drag dataset - A dataset of lift and drag performance values of 4,045 3D aircraft models from Shapenet.
Turbo-compressors dataset - A dataset of 22 million turbo-compressors and their performance under different operating conditions.
Explore 3D Model Datasets:
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 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 A dataset of 1,050 airplane models with segmentation labels, created using NASA's Open Vehicle Sketch Pad (OpenVSP).
Car Drag Coefficient - A dataset of 4,948 3D car meshes, their renderings, and their drag coefficients.
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 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.
Airfoil dataset - A synthetic dataset of 48,503 airfoils and their aerodynamic performance computed using OpenFOAM.
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.
Other engineering datasets - A collection of datasets from the engineering design community, curated for our JMD review paper. Note that this list was made in 2022 and is not regularly updated.