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README.md

@@ -1,28 +1,133 @@
 ---
-dataset_info:
-  features:
-  - name: index
-    dtype: int64
-  - name: image
-    dtype: image
-  - name: base64_image
-    dtype: string
-  - name: dataset_name
-    dtype: string
-  splits:
-  - name: sfw
-    num_bytes: 1900025408
-    num_examples: 10000
-  - name: x_nsfw
-    num_bytes: 199731659
-    num_examples: 1000
-  download_size: 2088419764
-  dataset_size: 2099757067
-configs:
-- config_name: default
-  data_files:
-  - split: sfw
-    path: data/sfw-*
-  - split: x_nsfw
-    path: data/x_nsfw-*
+license: unknown
+task_categories:
+- image-classification
+size_categories:
+- 1K<n<10K
 ---
+
+# 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
+
+```python
+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.