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DLI project: Clock Reader

what_time_is_it

  • Based on the Jetson Nano course material (classification model for thumbs-up/down)
  • The original example from the course material has been modified to this project, "clock reader": given an image of analog clock face, the model reads the clock
  • Test setup: Jetson Xavier, Logitech C920 Webcam
  • Two notebook scripts (i) clock_reader_interactive.ipynb: data collection/train/evaluate using live video stream from a webcam (ii) train_only.ipynb: train and visualization of train process, using collected data

clock_reader

  • Each time category (i.e. 1~12) has approx 50 images for training (in /data/clock_fingers_A folder)
  • You can load and test an example model in the data folder
  • The summary of test results can be found in the summary file: DLI_ambassador_project_description_R3.pdf
  • The jupyter notebook file (clock_reader_interactive.ipynb) has been tested with Jetson SD card image (built with JetPack 4.6.1) on the Jetson board
  • A short movie clip for model training(below)
test.mp4

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