Data Source: SESYD
SESYD "Systems Evaluation SYnthetic Documents" is a database of synthetical documents, with the corresponding groundtruth, produced using the 3gT system.
Here, the floor plan collection is used.
Model: YOLOv5
YOLO is a family of object detection architectures and models pretrained on the COCO dataset, and represents Ultralytics open-source research into future vision AI methods, incorporating lessons learned and best practices evolved over thousands of hours of research and development.
https://colab.research.google.com/drive/1-zGjeJG--licpHJ3KR1uwHx4uZYQiWR7?usp=sharing
https://colab.research.google.com/drive/1C6vpt7aclephCBg7TMBe0uSH1LuH_d7q?usp=sharing
Because in training data, the windows are like
and
Doors are like
if your input image uses different symbols, the model can't recognize them.