license	mit
language	en
task_categories	text-to-image image-to-image
configs	config_name data_files data split path train images/*.jpg
tags	image-dataset generative-ai diffusion-models sdxl lora-training dreambooth high-resolution 4k 2k hd portrait-images cinematic anime sci-fi realistic artistic training-data ai-generated
pretty_name	Nexora Vision Dataset v1 Large
size_categories	10K<n<100K

Nexora Vision Dataset v1 Large

The Nexora Vision Dataset v1 Large is a high-quality, large-scale image dataset curated for generative AI research, diffusion model training, and advanced computer vision experimentation.
Developed and maintained by ArkDevelopmentLabs / ArkAiLab (ADL).

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Dataset Summary

Nexora Vision Dataset v1 Large contains a diverse collection of HD, 2K, and 4K images spanning multiple visual styles, including cinematic, realistic, anime, sci-fi, and artistic compositions.

This release significantly expands upon the Mini and Medium versions and is designed for researchers and developers who require high-resolution data for meaningful model training, benchmarking, and evaluation.

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Key Highlights

• Large-scale dataset (v1 Large release)
• Very high-quality images (HD / 2K / 4K)
• Portrait and cinematic-friendly compositions
• Multi-style visual diversity
• Optimized for diffusion and generative models
• Clean, well-structured dataset layout
• Suitable for both research and production experimentation

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Use Cases

This dataset is well-suited for:

• Training diffusion models (SDXL, LoRA, DreamBooth)
• High-resolution image generation research
• Style learning and aesthetic modeling
• Computer vision benchmarking
• Multimodal model experimentation
• Dataset pipeline and infrastructure testing

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Supported Tasks

Task	Description
Image Generation	Training and evaluation of generative models
Diffusion Models	SDXL, LoRA, DreamBooth workflows, etc
Computer Vision	Feature learning and representation research
Benchmarking	Image quality and aesthetic consistency analysis

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Dataset Structure

Nexora-vision-dataset-v1-large/
├─ images/
├─ LICENSE
└─ README.md

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Image Specifications

• Resolution: HD, 2K, and 4K
• Formats: JPG / PNG
• Modality: Image only
• Quality: Carefully curated, high-fidelity visuals

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License

This repository is licensed under the MIT License for dataset structure, documentation, and tooling.

Image License

Image licensing depends on the original source of the content used in this dataset.
All images are included only from sources that allow redistribution for research and public use, and proper attribution is provided where applicable.

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Attribution

If you use this dataset in research, training, or publications, attribution is appreciated:

JackMa — ArkDevelopmentLab / ArkAiLab (ADL)

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How to Load (Hugging Face)

from datasets import load_dataset

dataset = load_dataset("ArkAiLab-Adl/Nexora-vision-dataset-v1-large")
print(dataset)

Download

Hugging Face https://huggingface.co/datasets/ArkAiLab-Adl/Nexora-vision-dataset-v1-large

GitHub https://github.com/ArkDevelopmentLabs/Nexora-vision-dataset-v1-large

Credits

Developed by ArkDevelopmentLabs (ADL) Dataset creators: JackMa (ArkDevelopmentLab / ArkAiLab)

If you build or fine-tune models using this dataset, citing Nexora Vision Dataset v1 Large is appreciated.