Chess Piece Detection

As the name suggests in this project is an application of Object Detection Algorithms where I have detected 12 different chess peices on the chess board using 3 different algorithms

• Yolo(V5)
• SSD
• Faster R-CNN

Results

• Dataset Description This flowchart shows various preprocessing & augmentation steps that have been applied to the dataset

  

• Faster R-CNN loss metrics

• SSD loss metrics

• YOLO metrics

Common metrics

Here I have created a small table of the common metrics that are present in all 3 Algorithms

Dataset

You can find the orignal dataset here: https://public.roboflow.com/ds/2JhywcdZdh?key=lSjdOpj6jk