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Optimizing MobileDet for Mobile Deployments

sayak.dev · published 29 September 2020

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https://arxiv.org/abs/2004.14525

arxiv.org

https://cocodataset.org/

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https://github.com/tensorflow/models/tree/master/research/object_detection

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https://twitter.com/khanhlvg?lang=en

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https://github.com/ml-gde/e2e-tflite-tutorials/issues/21

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https://colab.research.google.com/github/sayakpaul/Adventures-in-TensorFlow-Lite/blob/master/MobileDet_Conversion_TFLite.ipynb

colab.research.google.com

https://github.com/sayakpaul/E2E-Object-Detection-in-TFLite/tree/master/colab_training

github.com

https://www.tensorflow.org/lite/performance/post_training_quantization

tensorflow.org

https://blog.tensorflow.org/2020/04/quantization-aware-training-with-tensorflow-model-optimization-toolkit.html

blog.tensorflow.org

https://github.com/tensorflow/models/blob/master/research/object_detection/g3doc/running_on_mobile_tensorflowlite.md

github.com

https://github.com/tensorflow/models/blob/master/research/object_detection/g3doc/running_on_mobile_tf2.md

github.com

https://github.com/tensorflow/models/blob/master/research/object_detection/export_tflite_ssd_graph.py

github.com

https://github.com/tensorflow/models/blob/master/research/object_detection/export_tflite_graph_tf2.py

github.com

https://www.tensorflow.org/lite/performance/post_training_quant

tensorflow.org

https://www.tensorflow.org/lite/performance/post_training_float16_quant

tensorflow.org

https://github.com/tensorflow/models/blob/master/research/object_detection/g3doc/tf1_detection_zoo.md

github.com

https://github.com/sayakpaul/Adventures-in-TensorFlow-Lite/releases/tag/v0.9.0

github.com

https://github.com/sayakpaul/Adventures-in-TensorFlow-Lite/blob/master/Magenta_arbitrary_style_transfer_model_conversion.ipynb

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https://www.tensorflow.org/api_docs/python/tf/compat/v1/lite/TFLiteConverter

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https://sg.linkedin.com/in/martinandrews

sg.linkedin.com