---
license: cc-by-sa-4.0
dataset_info:
  features:
  - name: image_id
    dtype: string
  - name: image
    dtype: image
  - name: mask
    dtype: image
  - name: category
    dtype: string
  - name: bbox
    sequence: int32
  - name: product_id
    dtype: string
  - name: scene_id
    dtype: string
  splits:
  - name: train
    num_bytes: 6701435730.91
    num_examples: 2559
  - name: val
    num_bytes: 399053217
    num_examples: 151
  download_size: 3846436210
  dataset_size: 7100488947.91
configs:
- config_name: default
  data_files:
  - split: train
    path: data/train-*
  - split: val
    path: data/val-*
task_categories:
- image-segmentation
- object-detection
---

# nfinite-product-masks-sample

**Version of the release:** 1.0.0-alpha  
**Release date:** 2025/08/30

## Table of Contents

- [Dataset Description](#dataset-description)
  - [Dataset Summary](#dataset-summary)
  - [Supported Tasks](#supported-tasks)
- [Dataset Creation](#dataset-creation)
  - [Personal and Sensitive Information](#personal-and-sensitive-information)
- [Additional Information](#additional-information)
  - [Licensing Information](#licensing-information)
  - [Citation Information](#citation-information)
- [Q&A](#q-a)

## Dataset Description

- **Homepage:** [nfinite-product-masks-sample homepage](https://www.nfinite.ai/)
- **Repository:** [nfinite-product-masks-sample repository](https://huggingface.co/datasets/Nfiniteai/product-masks-sample)
- **Point of Contact:** [Guillaume Hertault](mailto:guillaume@nfinite.app)

### Dataset Summary

The nfinite-product-masks-sample dataset is a dataset of images from 3D models for objects usually found in the home & living room space.

Each image has been rendered photo-realistically from 3D models.  
Those 3D models are generic models, from any IP (as explained in the **Personal and Sensitive Information** part, any resemblance to an object from real life is purely coincidental).  
The dataset was created to support the opensource community, providing a robust and diverse dataset to train new algorithms or refine existing algorithms on quality data.


### Supported Tasks

The dataset can be used, fo research purpose only, to train or refine a model on a object detection, scene segmentation, foreground/background separation, etc…

This dataset was used by finegrain to train [finegrain/finegrain-box-segmenter](https://huggingface.co/finegrain/finegrain-box-segmenter)


### Dataset Creation

#### Personal and Sensitive Information

All the objects used for the 3D model are generic, property of nfinite. Any resemblance is purely coincidental and not the result of a deliberate action.  
The corpora is free of personal or sensitive information.

### Additional Information

#### Licensing Information

The dataset is licensed under the **Creative Commons Attribution-NonCommercial-ShareAlike (CC BY-NC-SA)** licence (https://creativecommons.org/licenses/by-nc-sa/4.0/deed.en).  
This license lets you remix, tweak, and build upon the work non-commercially, as long as you credit nfinite and license your new creations under the identical terms.

#### Citation Information

```
@inproceedings{nfinite-lrp-1,
  author = {Guillaume Hertault, Loïc Toungoue, Jean-Philippe Deblonde},
  editor = {nfinite R&D Team},
  title = {nfinite PMS01: nfinite-product-masks-sample},
  year = {2024}
}
```

### Q&A

If you have any inquiry about this dataset, feel free to contact us.
If you see any mistake or incomplete information in the dataset, contact us, and we will update it.