SkeleTricks

An interactive system for visualizing and deciphering adversarial attacks on human action recognition models to help enhance human understanding of attacks.

Live Demo

For a live demo with no installation needed, visit https://poloclub.github.io/skeletricks/

Running Locally

Clone or download this repo

git clone git@github.com:poloclub/skeletricks.git

Setup NPM and install its dependencies

npm init
npm install

Run SkeleTricks

npm run dev

Navigate to localhost:5000 in your web browser and you should see SkeleTricks running!

Code Structure

The project is structured as follows:

├── public
│   ├── favicon.png
│   ├── index.html
│   ├── global.css
│   ├── nouislider.css
│   ├── patch_interpolated_data
│   │   ├── item-<dataID>
│   ├── pgd_interpolated_data
│   │   ├── item-<dataID>
│   └── build
│       ├── bundle.css
│       ├── bundle.css.map
│       ├── bundle.js
│       └── bundle.js.map
│
└── src
    ├── App.svelte
    ├── main.js
    ├── OverlapView
    │   ├── OverlapView.svelte
    │   └── OverlapView.js
    ├── SeparateView
    │   ├── SeparateView.svelte
    │   └── SeparateView.js
    ├── FrameView
    │   ├── FrameView.svelte
    │   └── FrameView.js
    └── DistributionView
        ├── DistributionView.svelte
        └── DistributionView.js

• src: This directory is where the source code for the interface
  • App.svelte: This is the top-level component of the app. Please look at this file first to get a high-level idea about the whole structure. You should be able to see that each component (e.g., OverlapView) is imported from other svelte files.
  • main.js: This is the entry point to the applicatioin. It instantiates the App components and binds it to the body of our html page.

Credits

SkeleTricks was created by Megan Dass*, Haekyu Park*, Zhiyan Zhou*, Nilaksh Das, Sushanto Praharaj, Aiswarya Bhagavatula, Zijie J. Wang, Anindya S. Paul, Duen Horng (Polo) Chau, which was the result of a research collaboration between Georgia Tech and Intel.

(* Equal contribution)

License

The software is available under the MIT License.

Contact

If you have any questions, feel free to open an issue or contact Megan Dass.