https://github.com/woctezuma/steam-image-search

Search for images on Steam using natural language queries.
https://github.com/woctezuma/steam-image-search

clip computer-vision discovery game games image-search machine-learning natural-language photos steam steam-game steam-games

Last synced: 20 days ago
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Search for images on Steam using natural language queries.

• Host: GitHub
• URL: https://github.com/woctezuma/steam-image-search
• Owner: woctezuma
• License: mit
• Created: 2021-01-26T20:59:51.000Z (almost 4 years ago)
• Default Branch: main
• Last Pushed: 2021-02-13T08:41:59.000Z (almost 4 years ago)
• Last Synced: 2023-03-11T16:58:05.962Z (almost 2 years ago)
• Topics: clip, computer-vision, discovery, game, games, image-search, machine-learning, natural-language, photos, steam, steam-game, steam-games
• Language: Jupyter Notebook
• Homepage:
• Size: 8.31 MB
• Stars: 8
• Watchers: 2
• Forks: 1
• Open Issues: 0
• Metadata Files:
  • Readme: README.md
  • License: LICENSE

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README

        
# Steam Image Search

The goal of this repository is to search for images on [Steam][steam-store] using natural language queries.

## Data

The dataset consists of 29,982 vertical images (300x450 resolution), downloaded from [Steam][steam-store].

Image features have been pre-computed, using OpenAI's [CLIP][openai-clip] model based on [Vision Transformer][google-vit] architecture.

## Usage

Run [`steam_image_search.ipynb`][colab-notebook].

[![Open In Colab][colab-badge]][colab-notebook]

## Results

Below are shown results for:

-   [image search][results_image_search], i.e. using natural language queries,

-   [reverse image search][results_reverse_image_search], i.e. using image queries.

### Image Search

![Results A](https://raw.githubusercontent.com/wiki/woctezuma/steam-image-search/img/results_A.jpg)

![Results B](https://raw.githubusercontent.com/wiki/woctezuma/steam-image-search/img/results_B.jpg)

![Results C](https://raw.githubusercontent.com/wiki/woctezuma/steam-image-search/img/results_C.jpg)

![Results D](https://raw.githubusercontent.com/wiki/woctezuma/steam-image-search/img/results_D.jpg)

![Results E](https://raw.githubusercontent.com/wiki/woctezuma/steam-image-search/img/results_E.jpg)

### Reverse Image Search

![Reverse A](https://raw.githubusercontent.com/wiki/woctezuma/steam-image-search/img/reverse_A.jpg)

![Reverse B](https://raw.githubusercontent.com/wiki/woctezuma/steam-image-search/img/reverse_B.jpg)

## References

- [`steam-CLIP`][banner-repository-CLIP]: retrieve games using image queries,

   - interactive exploration with a web app [using an appID][web-app-using-id],

   - interactive exploration with a web app [using a dropdown menu][web-app-using-text].

- [`steam-image-search`][natural-language-search]: retrieve games using natural language queries,

[steam-store]: 

[openai-clip]: 

[google-vit]: 

[colab-notebook]: 

[colab-badge]: 

[results_image_search]: 

[results_reverse_image_search]: 

[banner-repository-CLIP]: 

[web-app-using-id]: 

[web-app-using-text]: 

[natural-language-search]: