lugen4ro/object_detection_tf2

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Object Detection with SSD/YOLO in tensorflow2

To Do

  • Change model definition from functional to class
  • Dynamic creation of models depending on the files in models/ (Currently you have to specify a concrete list of defined models)
  • Refactoring all utils files and adding more explanation
  • Change training mode from keras' fit to custom tensorflow training loop
  • Add Logging
  • Add wandb logging support
  • Change trained model filename to one including the time such that models are not overwritten
  • Add support for COCO
  • Add support for KITTI
  • Add support for ILSVRC DET 2017
  • Add support for ILSVRC VID 2017
  • add ensemble support
  • add temporal ensemble support
  • add multi-GPU training support
  • write documentation
  • Add support for YOLOv1
  • Add support for YOLOv2
  • Add support for YOLOv3
  • Add support for YOLOv4
  • MIT License

Contributors

lugen4ro

Issues