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ImageAI 2.0.1

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@OlafenwaMoses OlafenwaMoses released this 24 May 16:44
· 298 commits to master since this release
c7a19e3

This is a major ImageAI release that provides a wider range of APIs and the base implementation of future updates. This wheel is provided for Python 3.x .


What's new:

  • Addition of Custom Image Prediction model trainings using SqueezeNet, ResNet50, InceptionV3 and DenseNet121
  • Addition of Custom Image Prediction with custom trained models and generated model class json
  • Preview Release: Addition of Video Object Detection and Video Custom Objects Detection (object tracking)
  • Addition of file, numpy array and stream input types for all image prediction and object detection tasks (file inputs only for video detections)
  • Addition of file and numpy array output types for object detection and custom object detection in images
  • Introduction of 4 speed modes ('normal', 'fast', 'faster' and 'fastest') for image prediction, allowing prediction time to reduce by 50% at 'fastest' while maintaining prediction accuracy
  • Introduction of 5 speed modes ('normal', 'fast', 'faster', 'fastest' and 'flash') for all object detection and video object detection tasks, allowing detection time to reduce by over 80%

    with 'flash' detection accuracy balanced with 'minimum_percentage_probability' which is kept at low values
  • Introduction of rate of frame detections, allowing developers to adjust intervals of detections in videos in favour of real time/close to real time result.