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- art
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---
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# Dataset Card for
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<!-- Provide a quick summary of the dataset. -->
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This dataset card aims to be a base template for new datasets. It has been generated using [this raw template](https://github.com/huggingface/huggingface_hub/blob/main/src/huggingface_hub/templates/datasetcard_template.md?plain=1).
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## Dataset Details
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### Dataset Description
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- **Funded by [optional]:** [More Information Needed]
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- **Shared by [optional]:** [More Information Needed]
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- **Language(s) (NLP):** [More Information Needed]
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- **License:** [More Information Needed]
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- **Paper [optional]:** [More Information Needed]
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- **Demo [optional]:** [More Information Needed]
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## Uses
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<!-- Address questions around how the dataset is intended to be used. -->
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### Direct Use
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[More Information Needed]
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### Out-of-Scope Use
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[More Information Needed]
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## Dataset Structure
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[More Information Needed]
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## Dataset Creation
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### Curation Rationale
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[More Information Needed]
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### Source Data
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<!-- This section describes the source data (e.g. news text and headlines, social media posts, translated sentences, ...). -->
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#### Data Collection and Processing
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[More Information Needed]
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#### Who are the source data producers?
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[More Information Needed]
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### Annotations [optional]
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<!-- If the dataset contains annotations which are not part of the initial data collection, use this section to describe them. -->
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#### Annotation process
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<!-- This section describes the annotation process such as annotation tools used in the process, the amount of data annotated, annotation guidelines provided to the annotators, interannotator statistics, annotation validation, etc. -->
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[More Information Needed]
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#### Personal and Sensitive Information
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<!-- State whether the dataset contains data that might be considered personal, sensitive, or private (e.g., data that reveals addresses, uniquely identifiable names or aliases, racial or ethnic origins, sexual orientations, religious beliefs, political opinions, financial or health data, etc.). If efforts were made to anonymize the data, describe the anonymization process. -->
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[More Information Needed]
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## Bias, Risks, and Limitations
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### Recommendations
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<!-- This section is meant to convey recommendations with respect to the bias, risk, and technical limitations. -->
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Users should be made aware of the risks, biases and limitations of the dataset. More information needed for further recommendations.
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## Citation [optional]
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<!-- If there is a paper or blog post introducing the dataset, the APA and Bibtex information for that should go in this section. -->
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**BibTeX:**
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[More Information Needed]
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**APA:**
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## Dataset Card Contact
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tags:
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- art
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- lora
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- nasa
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- retro-futuristic
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pretty_name: NASA Concept Art
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# Dataset Card for NASA Concept Art
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## Dataset Details
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### Dataset Description
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This dataset contains 36 NASA concept art images sourced from the NASA ArtSpace album on Flickr (https://www.flickr.com/photos/nasacommons/albums/72157633936061500/). The images are without copyright and have been curated to focus on retro-futuristic space concepts, primarily from the 1960s and 1970s.
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NASA ArtSpace features creative works that serve to inform and inspire the process of exploration and discovery through the convergence of art, science, and technology. This set presents imagery from iconic missions that highlight NASA spaceflight history, with a focus on retro-futuristic concepts.
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- **Curated by:** [Daniel van Strien](https://huggingface.co/davanstrien)
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- **License:** Public Domain (NASA images)
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### Dataset Sources
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- **Original Source:** https://www.flickr.com/photos/nasacommons/albums/72157633936061500/
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## Uses
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### Direct Use
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The primary goal of this dataset is to train LORA (Low-Rank Adaptation) image diffusion models on retro-futuristic NASA space art concepts. It can be used for generating space-themed artwork inspired by 1960s and 1970s NASA concept art or for fine-tuning existing image generation models.
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### Out-of-Scope Use
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This dataset should not be used to generate or promote misinformation about NASA's historical missions or current capabilities. It is not suitable for training models aimed at realistic depictions of current space technology.
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## Dataset Structure
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The dataset consists of 36 image files sourced from the NASA ArtSpace album. Currently, the images do not have any captions, but there are plans to generate captions using vision-language models.
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## Dataset Creation
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### Curation Rationale
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The dataset was created to provide a curated collection of retro-futuristic NASA concept art for training AI models. Images were selected based on their relevance to space exploration themes, visual quality, and retro-futuristic aesthetic. The curator removed images that appeared too computer-generated to maintain a focus on the artistic style of the 1960s and 1970s.
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### Source Data
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#### Data Collection and Processing
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Images were collected from the NASA ArtSpace Flickr album. The curator selected 36 images that fit the retro-futuristic theme and removed any that looked too computer-generated or modern.
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#### Who are the source data producers?
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The original artwork was created by various artists commissioned by NASA in the 1960s and 1970s to illustrate space exploration concepts and missions.
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### Annotations
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Currently, the dataset does not include annotations or captions. However, there are plans to generate captions using vision-language models. Users of the dataset are encouraged to open discussions on the repository to suggest good approaches for caption generation.
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## Bias, Risks, and Limitations
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- The dataset reflects the artistic vision and technological predictions of the 1960s and 1970s, which may not align with current scientific understanding or space technology.
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- As a curated dataset, it may not represent the full diversity of NASA's concept art collection.
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- The lack of captions may limit some applications that require text-image pairing, though this is planned to be addressed in the future.
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- The small size of the dataset (36 images) limits its use to LORA tuning and may not be suitable for training larger models from scratch.
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## Recommendations
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Users should be aware that the dataset represents a curated subset of NASA's concept art focused on retro-futuristic themes. It is best suited for artistic and creative applications rather than for accurate representations of current or future space technology.
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## Additional Information
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### NASA Image Usage Guidelines
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NASA content – images, audio, video, and media files – are generally not subject to copyright in the United States. You may use this material for educational or informational purposes, including photo collections, textbooks, public exhibits, computer graphical simulations and Internet Web pages. This general permission extends to personal Web pages.
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News outlets, schools, and text-book authors may use NASA content without needing explicit permission. NASA content used in a factual manner that does not imply endorsement may be used without needing explicit permission. NASA should be acknowledged as the source of the material.
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For more detailed information on NASA's media usage guidelines, please refer to: https://www.nasa.gov/nasa-brand-center/images-and-media/
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## Dataset Card Contact
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[Daniel van Strien](https://huggingface.co/davanstrien)
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