| ----- |
|
|
| 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 |
| |
| ```python |
| 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 <License> 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 |
