Update README.md

README.md

@@ -16,67 +16,84 @@ pretty_name: Nexora Vision Dataset v1 Mini
 ---
 # Nexora Vision Dataset v1 Mini
 
-A compact preview version of the Nexora Vision Dataset, containing 100–500 curated multi-genre AI-generated images for research, experimentation, benchmarking, and training evaluation.  
+The **Nexora Vision Dataset v1 Mini** is a high-quality, multi-genre AI image dataset created for generative AI research, diffusion model training, and computer vision experimentation.  
 Developed and curated by **ArkDevelopmentLabs / ArkAiLab (ADL)**.
 
 ---
 
 ## Dataset Summary
-Nexora Vision Dataset v1 Mini includes a small subset of cinematic, realistic, anime, sci-fi, and artistic images from the full Nexora Vision Dataset.  
-This release focuses on providing an accessible and lightweight dataset suitable for diffusion model evaluation, training prototypes, and dataset structure validation.
+Nexora Vision Dataset v1 Mini provides a curated collection of cinematic, realistic, anime, sci-fi, and artistic AI-generated images.  
+This dataset is designed for developers, researchers, and engineers who need a fast, lightweight dataset for prototyping image models, testing pipelines, and benchmarking generative systems such as SDXL, LoRA, and DreamBooth.
+
+---
+
+## Use Cases
+This dataset is ideal for:
+
+- Diffusion model training and LoRA fine-tuning  
+- Evaluation of generative pipelines  
+- Computer vision experimentation  
+- Visual style benchmarking  
+- Dataset pipeline and infrastructure testing  
+- Model validation before large-scale training  
 
 ---
 
 ## Supported Tasks
 | Task | Description |
-|-------|-------------|
-| Diffusion Model Training | LoRA / DreamBooth / SDXL |
-| Multimodal Model Training | Vision-language alignment research |
-| Benchmarking | Model performance and aesthetic testing |
-| Dataset Prototyping | Pipeline testing and workflow validation |
+|------|-------------|
+| Image Generation | Training and evaluation of generative models |
+| Diffusion Models | SDXL, LoRA, DreamBooth workflows |
+| Multimodal Learning | Vision-language research |
+| Representation Learning | Embedding and feature learning |
+| Benchmarking | Image quality, aesthetics, and consistency |
 
 ---
 
 ## Dataset Structure
-
 ```
-Nexora-vision-dataset-v1/
+Nexora-vision-dataset-v1-mini/
 ├─ images/
-│ ├─ anime/
-│ ├─ cinematic/
-│ ├─ realistic/
-│ ├─ sci-fi/
-│ └─ artistic/
-├─ metadata/
-│ ├─ prompts.json
-│ ├─ prompts.parquet
-├─ previews/
 ├─ LICENSE
 └─ README.md
 ```
-License
 
-Released under the MIT License, allowing academic, research, and commercial usage.
+---
+
+## License
+Released under the **MIT License**, allowing academic, research, and commercial usage.
+
+Attribution is appreciated.  
+If you use this dataset in research, training, or publications,  
+please consider crediting:
 
-We appreciate attribution.
-If you use this dataset in research, training, or publications,
-please consider crediting: JackMa — ArkDevelopmentLab / ArkAiLab (ADL)
+**JackMa — ArkDevelopmentLab / ArkAiLab (ADL)**
 
-## How to Use (Hugging Face Example)
+---
+
+## How to Load
 ```python
 from datasets import load_dataset
 
 dataset = load_dataset("ArkAiLab-Adl/Nexora-vision-dataset-v1-mini")
 print(dataset)
-```
-## Download
 
-**GitHub**
+--
+
+## Download Links
+
+Hugging Face
+https://huggingface.co/datasets/ArkAiLab-Adl/Nexora-vision-dataset-v1-mini
+
+GitHub
 https://github.com/ArkDevelopmentLabs/Nexora-vision-dataset-v1-mini
 
+--
+
 ## Credits
 
-Developed by **ArkDevelopmentLabs (ADL)**
-Dataset creator: **JackMa and Ari (ArkDevelopmentLab / ArkAiLab)**
+Developed by ArkDevelopmentLabs (ADL)
+Dataset creators: JackMa and Ari (ArkDevelopmentLab / ArkAiLab)
 
-If you build a model using this dataset, citing **Nexora Vision Dataset v1** is appreciated.
+If you build or fine-tune a model using this dataset, citing
+Nexora Vision Dataset v1 Mini is appreciated.