Aug_29_2023

Done

• classes_dict.json

  • Use a json file to read classes, it should be easier to rerun the model if we are training with new scheme, which has more data.

• VocDataset

  • Use recurssive parsing function

  • Add area key to target for future calculating UoI

  • Add iscrowd key to target to indicated overlapping objects

• Data directory tree

  • To make dataset instancing easier

Todos

Recent goals

• Rewrite xml modification function

  • W/H of the image –> add a get_height/width function in VocDataset

  • Overlapping information as in difficult

  • Reprocess the xmls

  • Make sure the boxes are more accurate

• What to do if “no object” show up when getting the item

• Remove the rgb in the images

Future goals

• Implement the rest of the FasterRcnn

• Look into TEED

• Any changes can be made to the receptive field?

• Optimization?