The problem PROCTORLESS solves

With the onset of COVID-19, students and teachers across the globe were forced to shift to online teaching.

Human proctors were not able to check each student carefully. So with this issue in mind, we had a vision, i.e., to try to build an automated Artificial Intelligence model which could replace the human proctors and proctor each student more carefully.

The model would also be able to check for similarity in the submission of students and report it to authorities.

Challenges we ran into

We found it difficult to increase the accuracy of the model.
For the headphone detection model we had to create our own dataset and that was a very tedious task.
We had a lot of initial debuggings to do to make the model accurate and safe to use it in real life scenario.
Computational power required to train the model multiple times was extremely high which was a difficult task for us to go through.
Acquiring webcam access of the user's device was a little difficult to code which was later sorted.
Alerting the user on change in tab took a lot of efforts.
Alerting user for the key combination of ctrl+v was difficult to attain.