MV-VDB-photos-small

Media Vault - Vector Database Photos (Small)

A curated collection of 11,000 images from various computer vision datasets, designed for testing internal mechanisms in the Media Vault Vector Database system. This is the first small-scale dataset (targeting 10K samples, with NSFW split totaling 11K) for validation and testing purposes.

Dataset Structure

The dataset contains two splits:

• sfw: All non-NSFW images (~10,000 images)
• x_nsfw: Only NSFW images (~1,000 images)

Each image has the following columns:

• index: Image index within the dataset
• image: Image in JPG format (JPG bytes)
• base64_image: Base64 encoded image string
• dataset_name: Source dataset name

Processing

• Images resized to max 800px on longest side (preserving aspect ratio)
• Converted to JPEG format
• Quality: 90%
• Images smaller than 800px on longest side are kept at original size

Source Datasets and Licenses

This dataset is compiled from the following sources:

1. TextOCR Dataset (yunusserhat/TextOCR-Dataset)

   • License: CC-BY-4.0
   • Source: https://huggingface.co/datasets/yunusserhat/TextOCR-Dataset

2. Open Images v7 (bitmind/open-images-v7)

   • License: CC-BY-2.0
   • Source: https://huggingface.co/datasets/bitmind/open-images-v7

3. MPII Human Pose Dataset (Voxel51/MPII_Human_Pose_Dataset)

   • License: BSD-2-Clause
   • Source: https://huggingface.co/datasets/Voxel51/MPII_Human_Pose_Dataset

4. Nature Dataset (mertcobanov/nature-dataset)

   • License: -
   • Source: https://huggingface.co/datasets/mertcobanov/nature-dataset

5. Describe Anything Dataset - COCOStuff (nvidia/describe-anything-dataset)

   • License: COCO dataset license
   • Source: https://huggingface.co/datasets/nvidia/describe-anything-dataset

6. Describe Anything Dataset - LVIS (nvidia/describe-anything-dataset)

   • License: LVIS dataset license
   • Source: https://huggingface.co/datasets/nvidia/describe-anything-dataset

7. FineVision (HuggingFaceM4/FineVision)

   • License: -
   • Source: https://huggingface.co/datasets/HuggingFaceM4/FineVision

8. CreatiDesign Dataset (HuiZhang0812/CreatiDesign_dataset)

   • License: Apache-2.0
   • Source: https://huggingface.co/datasets/HuiZhang0812/CreatiDesign_dataset

9. Midjourney Detailed Prompts (MohamedRashad/midjourney-detailed-prompts)

   • License: Apache-2.0
   • Source: https://huggingface.co/datasets/MohamedRashad/midjourney-detailed-prompts

10. WPI Historical Image Collection (afrenkai/WPI-Historical-Image-Collection)

    • License: -
    • Source: https://huggingface.co/datasets/afrenkai/WPI-Historical-Image-Collection

11. NSFW Dataset (amaye15/NSFW)

    • License: -
    • Source: https://huggingface.co/datasets/amaye15/NSFW
    • Warning: Contains adult content

Intended Use

This dataset is intended only for testing internal mechanisms of the Media Vault Vector Database system. It is designed for:

• Validation of vector database indexing and retrieval systems
• Testing image processing pipelines
• Performance benchmarking
• Internal development and testing purposes

This dataset is not intended for:

• Commercial use without proper licensing verification
• Training production models without reviewing source licenses
• Public redistribution without attribution

Usage

from datasets import load_dataset

# Load specific split
sfw = load_dataset("SamoXXX/MV-VDB-photos-small", split="sfw")
x_nsfw = load_dataset("SamoXXX/MV-VDB-photos-small", split="x_nsfw")

# Access images
for example in sfw:
    index = example['index']
    image = example['image']  # PIL Image object
    base64_image = example['base64_image']  # Base64 string
    source_dataset = example['dataset_name']
    
    # Image is already a PIL Image, ready to use
    image.show()  # Display image

Warning

The x_nsfw split contains adult content. Use responsibly and in accordance with applicable laws and regulations. This content is included for testing purposes only.

License

This dataset compilation is released under unknown license. Users are responsible for:

• Verifying individual source dataset licenses
• Complying with all applicable terms and conditions
• Ensuring proper attribution when using source datasets

Citation

If you use this dataset, please cite the original source datasets listed above. This compilation is for testing purposes only.

Disclaimer

This dataset is provided "as-is" for internal testing purposes. The creators make no warranties about the dataset's fitness for any particular purpose. Users are responsible for ensuring compliance with all applicable licenses and regulations.