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+ ---
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+ license: mit
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+ pretty_name: 404-GEN Mini 3D
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+ task_categories:
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+ - text-to-3d
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+ language:
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+ - en
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+ tags:
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+ - synthetic
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+ - art
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+ size_categories:
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+ - 10K<n<100K
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+ ---
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+
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+ # 404-GEN Mini 3D
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+
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+ This dataset contains over 20,000 3D assets generated with text prompts using 3D Gaussian Splatting, designed for text-to-3D generation tasks. This is a sample of a much larger dataset comprised of 21.5M assets and 40TB in size, available by request at https://dataset.404.xyz
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+
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+ ## Dataset Description
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+
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+ ### Dataset Summary
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+
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+ 404-GEN Mini 3D is a collection of over 20,000 3D assets generated from text prompts on Bittensor Subnet 17, providing mid- and high-quality 3D assets for text-to-3D generation models. The dataset includes .ply.spz files and corresponding .png renders for a variety of objects, creatures, and characters described through natural language.
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+
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+ ### Languages
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+
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+ The dataset uses English for all text prompts.
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+
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+ ## Dataset Structure
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+
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+ ### Data Instances
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+
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+ Each instance in the dataset consists of:
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+ - A text prompt describing the 3D object
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+ - A compressed .ply in the form of .ply.spz file containing the 3D model data
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+ - A PNG render of the 3D model
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+
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+ ### Data Fields
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+
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+ - `prompt`: Text description used to generate the 3D model
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+ - `ply`: 3D model file in PLY format (with SPZ compression). For decompression, see Usage Instructions
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+ - `png`: 2D render of the 3D model
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+
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+ ### Data Splits
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+
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+ The dataset consists of a single train split.
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+
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+ ## Usage Instructions
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+
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+ ### Decompressing .ply.spz Files
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+
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+ The 3D assets in this dataset are stored in a compressed format (.ply.spz). There are two ways to decompress these files:
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+
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+ 1. **Web Frontend**: We provide a web-based viewer at https://spz.404.xyz where you can upload and view the compressed files directly.
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+
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+ 2. **Local Decompression**: You can decompress the files locally using our code available on GitHub at https://github.com/404-repo/spz
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+
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+ ## Additional Information
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+
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+ ### Licensing Information
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+
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+ This dataset is released under the MIT License.
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+
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+ ### Citation Information
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+
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+ If you use this dataset in your research, please cite:
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+
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+ `@dataset{404_gen_mini_3d,\
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+ author = {404-GEN},\
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+ title = {404-GEN Mini 3D},\
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+ year = {2025},\
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+ publisher = {Hugging Face},\
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+ howpublished = {\url{https://huggingface.co/datasets/404-Gen/404-gen-mini-3d}}
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+ }`
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+
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+ ### Contributions
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+
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+ This dataset was created to support research and development in text-to-3D generation. Contributions to expand or improve the dataset are welcome through pull requests.
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+
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+ ## Dataset Creation
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+
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+ ### Curation Rationale
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+
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+ This dataset was curated to provide diverse examples of text-prompted 3D models for training and evaluating text-to-3D generation systems.
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+
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+ ### Source Data
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+
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+ #### Initial Data Collection and Normalization
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+
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+ The data was collected by generating 3D models from text prompts on Bittensor Subnet 17 using a variety of open-source 3D generative AI models.
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+
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+ ### Annotations
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+
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+ The dataset does not include additional annotations beyond the original text prompts.
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+
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+ ## Considerations for Using the Data
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+
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+ ### Social Impact of Dataset
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+
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+ This dataset aims to advance the field of text-to-3D generation, enabling more accessible creation of 3D content for various applications including education, design, gaming, and entertainment.
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+
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+ ### Discussion of Biases
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+
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+ The dataset may reflect biases present in the text-to-3D generation models used to create the assets, as well as potential biases in the selection of prompts.
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+
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+ ### Other Known Limitations
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+
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+ Due to the decentralized architecture of Bittensor, the network on which the dataset was generated, information about the model and specifications used to generate each asset is unavailable.
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+
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+ ## Additional Information
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+
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+ ### Dataset Curators
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+
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+ 404-GEN
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+
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+ ### Maintenance Status
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+
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+ No maintenance planned, however a new version may be released when advances are made in open-source 3D generative AI.
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+
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+ ### Version and Updates
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+
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+ - v1.0.0: Initial release (April 2025)
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+ - Complete dataset of 21.5M assets, 40TB of size available by request at https://dataset.404.xyz