Revision as of 17:08, 12 November 2021

TBD

TBD: Expand and Organize: These are scattered notes.

Datasets

• TensorFlow Dataset Catalog

Downloads

ssd_mobilenet

 $ wget http://download.tensorflow.org/models/object_detection/ssd_mobilenet_v1_coco_2017_11_17.tar.gz
      --2021-09-03 17:11:32--  http://download.tensorflow.org/models/object_detection/ssd_mobilenet_v1_coco_2017_11_17.tar.gz
      Resolving download.tensorflow.org (download.tensorflow.org)... 172.217.14.208, 2607:f8b0:400a:801::2010
      Connecting to download.tensorflow.org (download.tensorflow.org)|172.217.14.208|:80... connected.
      HTTP request sent, awaiting response... 200 OK
      Length: 76534733 (73M) [application/x-tar]
      Saving to: ‘ssd_mobilenet_v1_coco_2017_11_17.tar.gz’

      ssd_mobilenet_v1_co 100%[===================>]  72.99M  9.19MB/s    in 7.9s    

      2021-09-03 17:11:41 (9.25 MB/s) - ‘ssd_mobilenet_v1_coco_2017_11_17.tar.gz’ saved [76534733/76534733]

See also

 ssd_mobilenet_v1_coco_2017_11_17.tar.gz(76.53 MB)
 https://www.kaggle.com/manishrai/pre-trained-model-evaluation/data

Cats and Dogs

Microsoft

• Kaggle Cats and Dogs Dataset
• Ended up in ~/Downloads as kagglecatsanddogs_3367a.zip

Also found at TensorFlow Lesson 05 Going Further with CNNs

• Intro to TensorFlow for Deep Learning
• TensorFlow Catalog
  • Scroll to bottom part to "All Datasets"
    • "Image Classification" section
      • cats_vs_dog link

Model Location Code

Used to find the model so it can be loaded.

• The model.py is used in TensorFlow Object Detector found at Install Turtlebot3 Hood Waffle Foxy Tensorflow 20210615.
• Also see Add Server Turtlebot3 Hood Waffle Foxy Tensorflow 20210615
• The code is found in ~/ros2-tensorflow/ros2-tensorflow/tf_detection_py/tf_detection_py/models.py

May be Interesting

• MobileNets: Efficient Convolutional Neural Networks for Mobile Vision Applications