Record radiologists' eye gaze when they are labeling images.

Related tags

Deep LearningMicEye
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]

Owner
PhD student @sjtu
Pose Detection and Machine Learning for real-time body posture analysis during exercise to provide audiovisual feedback on improvement of form.

Posture: Pose Tracking and Machine Learning for prescribing corrective suggestions to improve posture and form while exercising. This repository conta

Pratham Mehta 10 Nov 11, 2022
TensorFlow implementation of "A Simple Baseline for Bayesian Uncertainty in Deep Learning"

TensorFlow implementation of "A Simple Baseline for Bayesian Uncertainty in Deep Learning"

YeongHyeon Park 7 Aug 28, 2022
A demo of how to use JAX to create a simple gravity simulation

JAX Gravity This repo contains a demo of how to use JAX to create a simple gravity simulation. It uses JAX's experimental ode package to solve the dif

Cristian Garcia 16 Sep 22, 2022
Bottleneck Transformers for Visual Recognition

Bottleneck Transformers for Visual Recognition Experiments Model Params (M) Acc (%) ResNet50 baseline (ref) 23.5M 93.62 BoTNet-50 18.8M 95.11% BoTNet-

Myeongjun Kim 236 Jan 03, 2023
Final Project for the CS238: Decision Making Under Uncertainty course at Stanford University in Autumn '21.

Final Project for the CS238: Decision Making Under Uncertainty course at Stanford University in Autumn '21. We optimized wind turbine placement in a wind farm, subject to wake effects, using Q-learni

Manasi Sharma 2 Sep 27, 2022
“袋鼯麻麻——智能购物平台”能够精准地定位识别每一个商品

“袋鼯麻麻——智能购物平台”能够精准地定位识别每一个商品,并且能够返回完整地购物清单及顾客应付的实际商品总价格,极大地降低零售行业实际运营过程中巨大的人力成本,提升零售行业无人化、自动化、智能化水平。

thomas-yanxin 192 Jan 05, 2023
Efficient face emotion recognition in photos and videos

This repository contains code of face emotion recognition that was developed in the RSF (Russian Science Foundation) project no. 20-71-10010 (Efficien

Andrey Savchenko 239 Jan 04, 2023
My personal Home Assistant configuration.

About This is my personal Home Assistant configuration. My guiding princile is to have full local control of all my devices. I intend everything to ru

Chris Turra 13 Jun 07, 2022
Code for SALT: Stackelberg Adversarial Regularization, EMNLP 2021.

SALT: Stackelberg Adversarial Regularization Code for Adversarial Regularization as Stackelberg Game: An Unrolled Optimization Approach, EMNLP 2021. R

Simiao Zuo 10 Jan 10, 2022
PointPillars inference with TensorRT

A project demonstrating how to use CUDA-PointPillars to deal with cloud points data from lidar.

NVIDIA AI IOT 315 Dec 31, 2022
Xintao 1.4k Dec 25, 2022
Monify: an Expense tracker Program implemented in a Graphical User Interface that allows users to keep track of their expenses

💳 MONIFY (EXPENSE TRACKER PRO) 💳 Description Monify is an Expense tracker Program implemented in a Graphical User Interface allows users to add inco

Moyosore Weke 1 Dec 14, 2021
MATLAB codes of the book "Digital Image Processing Fourth Edition" converted to Python

Digital Image Processing Python MATLAB codes of the book "Digital Image Processing Fourth Edition" converted to Python TO-DO: Refactor scripts, curren

Merve Noyan 24 Oct 16, 2022
Towards Ultra-Resolution Neural Style Transfer via Thumbnail Instance Normalization

Towards Ultra-Resolution Neural Style Transfer via Thumbnail Instance Normalization Official PyTorch implementation for our URST (Ultra-Resolution Sty

czczup 148 Dec 27, 2022
Attention-based Transformation from Latent Features to Point Clouds (AAAI 2022)

Attention-based Transformation from Latent Features to Point Clouds This repository contains a PyTorch implementation of the paper: Attention-based Tr

12 Nov 11, 2022
Anagram Generator in Python

Anagrams Generator This is a program for computing multiword anagrams. It makes no effort to come up with sentences that make sense; it only finds ana

Day Fundora 5 Nov 17, 2022
Jigsaw Rate Severity of Toxic Comments

Jigsaw Rate Severity of Toxic Comments

Guanshuo Xu 66 Nov 30, 2022
Implementation of Feedback Transformer in Pytorch

Feedback Transformer - Pytorch Simple implementation of Feedback Transformer in Pytorch. They improve on Transformer-XL by having each token have acce

Phil Wang 93 Oct 04, 2022
Multispectral Object Detection with Yolov5

Multispectral-Object-Detection Intro Official Code for Cross-Modality Fusion Transformer for Multispectral Object Detection. Multispectral Object Dete

Richard Fang 121 Jan 01, 2023