CMU's OpenTPOD: Create Deep Learning Object Detectors Without Coding

栏目: IT技术 · 发布时间: 4年前

内容简介:Create deep learning based object detectors without writing a single line of code.OpenTPOD is an all-in-one open-source tool for nonexperts to create custom deep neural network object detectors. It is designed to lower the barrier of entry and facilitates

OpenTPOD

Create deep learning based object detectors without writing a single line of code.

OpenTPOD is an all-in-one open-source tool for nonexperts to create custom deep neural network object detectors. It is designed to lower the barrier of entry and facilitates the end-to-end authoring workflow of custom object detection using state-of-art deep learning methods.

It provides the following features via an easy-to-use web interface.

  • Training data management.
  • Data annotation through seamless integration with OpenCV CVAT Labeling Tool .
  • One-click training/fine-tuning of object detection deep neural networks, including SSD MobileNet, Faster RCNN Inception, and Faster RCNN ResNet, using Tensorflow (with and without GPU).
  • One-click model export for inference with Tensorflow Serving.
  • Extensible architecture for easy addition of new deep neural network architectures.

Demo Video

CMU's OpenTPOD: Create Deep Learning Object Detectors Without Coding

Documentation

Citations

Please cite the following thesis if you find OpenTPOD helps your research.

@phdthesis{wang2020scaling,
  title={Scaling Wearable Cognitive Assistance},
  author={Wang, Junjue},
  year={2020},
  school={CMU-CS-20-107, CMU School of Computer Science}
}

Acknowledgement

This research was supported by the National Science Foundation (NSF) under grant number CNS-1518865. Additional support was provided by Intel, Vodafone, Deutsche Telekom, Verizon, Crown Castle, Seagate, VMware, MobiledgeX, InterDigital, and the Conklin Kistler family fund.


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