Detecting UI elements from hand drawn UI sketches. Team Name : CudaMemError1
Article: http://ceur-ws.org/Vol-2696/paper_61.pdf
@article{narayanandeep,
title={Deep Learning for UI Element Detection: DrawnUI 2020},
author={Narayanan, Naveen and Balaji, Nitin Nikamanth Appiah and Jaganathan, Kavya}
}
- Challenge Details: https://www.imageclef.org/2020/drawnui
- Conference link: https://clef2020.clef-initiative.eu/
- Placed 2nd in this challenge: https://www.aicrowd.com/challenges/imageclef-2020-drawnui/leaderboards
-
Run init in repos directory to clone the repo.
-
Setup the config and data folders as instructed in the yolov4 repository https://github.com/AlexeyAB/darknet#how-to-train-to-detect-your-custom-objects
-
Get the data from clef challenge website: https://www.aicrowd.com/clef_tasks/28/task_dataset_files?challenge_id=219
-
Follow section 3 and 4 in notebooks to run and get results and converted submission files for the challenge.
| Model | Overall Precision |
|---|---|
| yolov4 | 0.937 |
| resnest | 0.949 |
| fusion | 0.950 |