license: other license_name: dataset-evaluation-only license_link: License pretty_name: Aesthetic3D Sample (Part 1) tags:
- 3d
- geometry
- automotive
- cfd
- simulation size_categories:
- n<1K extra_gated_heading: Request access to Aesthetic3D Sample (Part 1) extra_gated_prompt: >- This Dataset is made available by Formdesign Labs (the “Dataset Provider”) under the Dataset Evaluation-Only License (see the License file in this repository). By requesting access, you become the Receiving Party under that Agreement and agree to be bound by its terms. Where you are acting within the scope of your employment, your employer is also bound.
Access is granted solely for internal technical evaluation, testing, validation, research, and assessment of the Dataset’s suitability for potential applications.
Commercial use, production use, redistribution, and transfer to third parties
are not permitted. Benchmarking, demonstrations, publications, marketing, and external presentations require the Dataset Provider’s prior written consent. Any commercial or production use requires a separate written agreement. extra_gated_fields: Full name: text Company or institution: text Work email: text Country: country Evaluation Purpose (describe your intended evaluation): text I have read and agree to the Dataset Evaluation-Only License: checkbox I confirm access is limited to personnel bound by equivalent use restrictions: checkbox extra_gated_button_content: Request access
Aesthetic3D Sample (Part 1)
A sample release of simulation-ready vehicle geometry from Formdesign Labs.
Contents
40 vehicle samples, one per directory:
| Body style | Samples | Directory pattern |
|---|---|---|
| Pickup | 20 | Aesthetic3D_PICKUP_SAMPLE_001 … _020 |
| SUV | 20 | Aesthetic3D_SUV_SAMPLE_001 … _020 |
Each sample directory contains a body mesh, a wheel mesh, and four renders:
Aesthetic3D_PICKUP_SAMPLE_001/
├── Aesthetic3D_PICKUP_SAMPLE_001.stl # body geometry
├── Aesthetic3D_PICKUP_SAMPLE_Wheel_001.stl # wheel geometry
├── Aesthetic3D_PICKUP_SAMPLE_001_FR.png # front render
├── Aesthetic3D_PICKUP_SAMPLE_001_RR.png # rear render
├── Aesthetic3D_PICKUP_SAMPLE_001_SIDE VIEW.png
└── Aesthetic3D_PICKUP_SAMPLE_001__montage.png
- Geometry format: STL (triangulated surface mesh), binary
- Units: millimetres. STL carries no unit definition, so import with mm as the source unit.
- Topology: watertight
- Renders: PNG, three orthographic views plus a montage sheet
- Total size: 46.1 GB, roughly 1.0–1.3 GB per sample
- Body meshes: approximately 390–870 MB each
- Wheel meshes: supplied as a separate STL per sample
File naming
The body mesh always matches its directory name. The wheel mesh is a separate STL whose suffix differs in capitalisation between the two body styles:
- Pickup:
Aesthetic3D_PICKUP_SAMPLE_Wheel_<NNN>.stl - SUV:
Aesthetic3D_SUV_SAMPLE_WHEEL_<NNN>.stl
Match wheel files case-insensitively rather than by exact string. One render
filename contains a space (_SIDE VIEW.png); standard HTTP clients and
huggingface_hub handle this transparently.
Loading a single sample
from pathlib import Path
from huggingface_hub import snapshot_download
path = snapshot_download(
repo_id="FormDesignLabs/Aesthetic3D_Sample_Part1",
repo_type="dataset",
allow_patterns=["Aesthetic3D_SUV_SAMPLE_001/*"],
)
sample = Path(path) / "Aesthetic3D_SUV_SAMPLE_001"
body = sample / "Aesthetic3D_SUV_SAMPLE_001.stl"
wheel = next(f for f in sample.glob("*.stl") if "wheel" in f.name.lower())
Intended use
This sample is published so that prospective partners can evaluate the geometry quality, format, and diversity of the Formdesign Labs geometry substrate. It is a sample, not the full dataset.
Provenance
All geometries are original, design-originated models authored by Formdesign Labs. The dataset does not incorporate third-party CAD models.
License
Released under the Dataset Evaluation-Only License, effective 2026-09-04. The full terms are in and govern all use of this Dataset.
- Dataset Provider: Formdesign Labs
- Receiving Party: any individual or legal entity that accesses, downloads, or uses this Dataset, including the employer of anyone accessing it within the scope of their employment
Requesting access to, downloading, or using the Dataset constitutes agreement to the license terms.
Access is granted for internal evaluation only. The license does not permit commercial or production use, redistribution or transfer to third parties, or the commercialization or deployment of models and outputs derived from the Dataset. Benchmarking, demonstrations, publications, marketing, and external presentations require prior written consent. Any commercial use requires a separate written agreement.
Completing an evaluation grants no continuing right to use the Dataset.
Contact
Licensing and partnership inquiries: info@formdesignlabs.ai