Hello CVAT Community,
Myself Vidit Agarwal, I am among the contributors selected for the Google Summer of Code 2024 program for CVAT. I am writing this to share about my project, Quality Control Consensus.
The project aims to add functionality to annotate the same job multiple times and then aggregate these multiple annotations. This reduces the bias and mislabelling in the final annotated data. Here's the
high level design of how we plan to implement this functionality, and also my
proposal for this project.
The community bonding period is over, and the coding period began a week ago. As of now,
- we have finalised the HLD and proposal
- are about to windup the feature implementation of creating consensus jobs based on the Consensus Configuration parameters passed while creating the task and updating the editable parameters among them after the task has been created. You can find the pull request for this feature here: https://github.com/cvat-ai/cvat/pull/7974.
If you're interested in following the progress of this project,
subscribing to this issue will keep you updated:
https://github.com/cvat-ai/cvat/issues/7973.
This wouldn't have been possible without Nikita (CVAT admin), Maxim and Roman (project mentors), the CVAT team and the CVAT community.
Thanks,
Vidit Agarwal