tensorflow custom object detection in 60 minutes part-1
if you have gtx 1050 ti or higher 4 gb ram and 10601080 1070 cards will only intstall tensorflow 2 or else you cant install for more information see this video
to make an image classification apk using unity easily just by changing the pb files name use the git hub code below unity is very easy to install in windows soon will be making a tutorial on that here is the magic code to make imaage classifier apk
https://github.com/Syn-McJ/TFClassify-Unity
A Guide to Retraining Object Detection Models with TensorFlow
https://3sidedcube.com/guide-retraining-object-detection-models-tensorflow/
https://docs.microsoft.com/en-us/azure/cognitive-services/custom-vision-service/python-tutorial-od
https://www.henkboelman.com/object-detection-with-microsoft-custom-vision/
https://tech.3si.vn/2018/07/19/how-to-train-your-custom-object-with-tensorflow-object-detection-api/
http://www.jackyle.com/
http://www.jackyle.com/2017/12/train-customize-object-for-object_18.html
http://www.jackyle.com/2017/12/train-customize-object-for-object.html
Deep Learning Object Detection App on Android
https://github.com/natanielruiz/android-yolo
https://drive.google.com/file/d/0B2fFW2t9-qW3LWFDNXVHUE9rV3M/view
https://drive.google.com/uc?id=0B2fFW2t9-qW3LWFDNXVHUE9rV3M&export=download
Tensorflow Object Detection Tutorial #1 – Installation
https://www.youtube.com/watch?v=wdufj-pjE5c&index=1&list=PLoY9f-5DCBlkvkvDjwa5Dn4WXjhTA5K7v
https://www.youtube.com/watch?v=NV1g0DYb_vs&index=2&list=PLoY9f-5DCBlkvkvDjwa5Dn4WXjhTA5K7v
to test tensorflow installed for GPU use these below code or the details in the website
import tensorflow as tfwith tf.device(‘/gpu:0′):a = tf.constant([1.0, 2.0, 3.0, 4.0, 5.0, 6.0], shape=[2, 3], name=’a’)b = tf.constant([1.0, 2.0, 3.0, 4.0, 5.0, 6.0], shape=[3, 2], name=’b’)c = tf.matmul(a, b)sess = tf.Session(config=tf.ConfigProto(log_device_placement=True))# Runs the op.print(sess.run(c))
https://medium.com/@naarkie/using-tensorflow-gpu-on-a-compute-3-0-graphics-card-in-windows-4184f4228fe9
use this for error free tensorflow object detection
cd ./tensorflow/
sudo rm -R protoc3
unzip protoc-3.2.0-linux-x86_64.zip -d protoc3
sudo mv protoc3/bin/* /usr/local/bin/
sudo mv protoc3/include/* /usr/local/include/
cd
sudo pip3 install –user tensorflow==1.12.0
sudo pip3 install –user Cython
sudo pip3 install –user contextlib2
sudo pip3 install –user matplotlib
sudo pip3 install –user pillow
sudo pip3 install –user lxml
cd ./tensorflow/PythonAPI/
python3 setup.py
cd
pwd
cd ./tensorflow/PythonAPI/
make
cd
cd ./tensorflow/models/research/
protoc object_detection/protos/*.proto –python_out=.
export PYTHONPATH=$PYTHONPATH:`pwd`:`pwd`/slim
cd
cd ./tensorflow/models/research/object_detection/builders/
pwd
python3 model_builder_test.py
echo “successfully deployed using Robotoo”
cd
cd ./tensorflow/models/research/object_detection/
python3 fin_te.py
use this youtube channel for more information
https://www.dropbox.com/s/neu4iywv91k0ahg/robotoo.rar?dl=0
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