ImageClef-2020-DrawnUI

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

Instructions to run yolo:

• 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.

Scores

Model	Overall Precision
yolov4	0.937
resnest	0.949
fusion	0.950