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[WIP] Tf object detection as grasp prediction #493

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@ahundt ahundt commented Apr 10, 2018

I'm setting up to adapt the tf object detection API to find grasp bounding boxes. Here is what needs to happen:

  • install tensorflow/models repo with tf object detection api, see github.com/ahundt/robotics_setup
  • try fine tuning pets dataset
  • generate tfrecord files for cornell dataset compatible with tf object detection api
  • write script to download, configure and run training on cornell dataset
  • run training, this will be limited because arbitrary rotation augmentation isn't possible
  • visualize results and standard mAP scores
  • if sufficiently good, integrate image augmentation with grasps into API
  • if that also looks good, integrate and evaluate grasp_jaccard performance
  • finally integrate into task apis
  • ensure there are complete instructions to reproduce

@ahundt ahundt self-assigned this Apr 10, 2018
@ahundt ahundt changed the title Tf object detection as grasp prediction [WIP] Tf object detection as grasp prediction Apr 18, 2018
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