ShapeNetCar
ShapeNetCar
ShapeNetCar
Dataset Description
The ShapeNetCar dataset comes from the paper Learning Three-dimensional Flow for Interactive Aerodynamic Design by Umetani and Bickel, published in ACM Transactions on Graphics (SIGGRAPH 2018). Based on three-dimensional car geometries from ShapeNet, the dataset uses CFD simulations to obtain velocity fields around the vehicles, surface pressure, and drag coefficients. It supports research on rapidly predicting aerodynamic physical… See the full description on the dataset page: https://huggingface.co/datasets/OneScience-Group/ShapeNetCar.ShapeNetCars
ShapeNetCars
Complete: all source file paths and sizes verified.
Copy of the supplied ShapeNetCars directory, preserving relative file paths.
Source inventory: 5,078 files, 59,930,629,958 bytes.
Top-level contents: dora_extraction, dora_sharp_point_ply, meshes, remesh, watertight_path.json. No mesh conversion or resampling was performed.
ShapeNetCar
owner: NeuralOperator (https://zenodo.org/records/13993629)
license: cc-by-4.0
data_production:
type: simulation
physics: CFD
script: Converted to PLAID format for standardized access; no changes to data content.
data_description: ExampleDescription
num_samples:
train: 500
test: 111
storage_backend: hf_datasets
This dataset was generated with plaid, we refer to this documentation for additional details on how to extract data from plaid_sample objects.
The simplest way to use… See the full description on the dataset page: https://huggingface.co/datasets/PhysArena/ShapeNetCar.ShapeNetCar_1.0_cgns
owner: NeuralOperator (https://zenodo.org/records/13993629)
license: cc-by-4.0
data_production:
type: simulation
physics: CFD
script: Converted to PLAID format for standardized access; no changes to data content.
data_description: ExampleDescription
num_samples:
train: 10
test: 10
storage_backend: cgns
This dataset was generated with plaid, we refer to this documentation for additional details on how to extract data from plaid_sample objects.
The simplest way to use this dataset… See the full description on the dataset page: https://huggingface.co/datasets/fabiencasenave/ShapeNetCar_1.0_cgns.ShapeNetCar_1.0_zarr
owner: NeuralOperator (https://zenodo.org/records/13993629)
license: cc-by-4.0
data_production:
type: simulation
physics: CFD
script: Converted to PLAID format for standardized access; no changes to data content.
data_description: ExampleDescription
num_samples:
train: 10
test: 10
storage_backend: zarr
This dataset was generated with plaid, we refer to this documentation for additional details on how to extract data from plaid_sample objects.
The simplest way to use this dataset… See the full description on the dataset page: https://huggingface.co/datasets/fabiencasenave/ShapeNetCar_1.0_zarr.ShapeNetCar
owner: NeuralOperator (https://zenodo.org/records/13993629)
license: cc-by-4.0
data_production:
type: simulation
physics: CFD
script: Converted to PLAID format for standardized access; no changes to data content.
data_description: ExampleDescription
num_samples:
train: 500
test: 111
storage_backend: hf_datasets
This dataset was generated with plaid, we refer to this documentation for additional details on how to extract data from plaid_sample objects.
The simplest way to use… See the full description on the dataset page: https://huggingface.co/datasets/introvoyz045/ShapeNetCar.