PLAN

June:

• builder [x] test-sandbox-builder
• Anchor Generator Space
  • Base Anchor Generator
  • SSD Anchor Generator
• coder
• iou_calculators
• assigner
• sampler
• retinanet

JuLy-Big update

• Update new OOP-with graph mode training funtion.

  • New Detector design
  • convert all funtion and object to only tf.funtion and tf.Tensor.

• Rename funtion and classes

• target training time at least 16 imgs/s-now is 10 imgs/s with eagerly mode.

  • PipeLine data tensorflow support auto_aug: paper
  • Optional add augmentation with pipeline tf.

• Implement SGD one-cycle detectron2 paper

• Implement Gradient checkpointing Redue memories training paper

Models

• OneStage detector
• Retinanet FPN50

August-Big Update

• Implement two stage detector
• Implement coco callbacks