Record radiologists' eye gaze when they are labeling images.

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Deep Learning MicEye
Overview


Record radiologists' eye gaze when they are labeling images.

Read for installation, usage, and deep learning examples.

Why use MicEye

Versatile

As a label tool, we support

  1. class label (keyboard typing)
  2. bounding boxes (mouse draw)
  3. keypoint label (use eye gaze)

During aforemention annotation process, all eye movement will be recorded.

Cheaper

Start your research using less than 200 bucks! Comparing to other existing software, we use cheaper and more easily obtainable hardware, i.e., Tobii Eye Tracker 4C and Tobii Eye Tracker 5.

Easier

Here we domonstrate some use cases, you can use it on the go with a laptop or use it on your desk monitor. It should be handful if you want to take it with you to collect data. Credit to Tobii's consumer product lineup, they did pack some really sick hardware in a small form factor.

And the code is easy to modify since it is PyQt.

You can try it for fun!

I understand there are some better eye tracking software out there. However, they are too expensive and hard to use for someone who are trying for fun. And I do believe trying for fun is great, that's why I spent time to organize the code, add comments and docs even I know more thorough literature can be found.

At beginning it was not a very serious idea during the pandemic lockdown to combine eye-tracking and medical image analysis (which is my PhD project). After some google search, I found the Tobii Eye-tracker are surprisingly affordable, so I bought it with my own money (my prof paid it soon after). There're no easy-to-use API so at the beginning I record the screen with a red bubble and post-process the video. And we started with the showing cat/dog using PPT so every one in the lab are interesting to take part in. Then I wrap the c++ sdk in python and start to writing the program which become the MicEye now.

Linus Torvalds said he built Linux "just for fun". Hopefully, if you find this eye tracking things fun, MicEye could help you start something big.

A demo

We domonstrate an example of radiologist reading knee X-Ray images. Of cause, you could use it in natural image.

demo

This red bubble is for demonstration, do not exist in real software.

In the future

  • There will be a 3D version.
  • There will be a version that support zoom and drag (coming very soon).

Contact me

Github issue or [email protected]

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Comments
  • 您是否试过使用Tobii Eye Tracker 5来进行眼动数据采集呢?

    您是否试过使用Tobii Eye Tracker 5来进行眼动数据采集呢?

    非常棒的工作!感谢开源如此有用的数据采集工具。 但是我有一个疑问,您在论文里写到您使用的是tobii Eye Tracker 4C进行眼动数据采集,那您是否试过使用Tobii Eye Tracker 5来进行眼动数据采集呢?我想了解下使用Tobii Eye Tracker 5进行数据采集的可行性。

    因为我在前期调研的时候,发现官方在Tobii5中没有提供有效的数据采集接口,仅是提供了unity环境下的数据采集SDK。所以我在看见您工作之前,一直认为Tobii5可能不能很好的支撑数据采集工作。

    期待您的回复!谢谢!

    opened by yuchen2199 1
  • How to install TobiiEyeTracker module?

    How to install TobiiEyeTracker module?

    When I run python MicEye.py after following the installation tutorial, I get ModuleNotFoundError: No module named 'TobiiEyeTracker' I tried pip install TobiiEyeTracker, but it didn't work, where can I download this module?

    opened by jnumingdeli 0
  • How you collect datum from two radiologists and how to use to get consistency loss ?

    How you collect datum from two radiologists and how to use to get consistency loss ?

    you remind in paper that there are two radiologists in your test. I wonder if the two radiologists look the same X-ray images or different? if they look the same images, how do you use the one X-ray image with two annotations to caculate the attention consistency loss with uncertainty?

    opened by PyZheng18 2
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PhD student @sjtu
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