Comments (1)
Hi, the short answer will be: there are a lot of tutorials of how to train SSD mobilnet using the Object Detection API of TensorFlow.
But if you want to try it quickly, you can follow these steps:
-
Clone the tensorflow/model repository @ anywhere you want.
-
Follow this instructions: https://github.com/tensorflow/models/blob/master/research/object_detection/g3doc/installation.md
2.1) Add to ~./bashrc:
export PYTHONPATH=${PYTHONPATH}:/PATH_TO/tensorflow/models/research:/PATH_TO/tensorflow/models/research/slim
-
Download the checkpoint of a pretrained model (SSD, Mobilnet-SSD, FastRCNN...) here.
-
Replace PATH_TO_BE_CONFIGURED and number of classes at the model.config file.
- Train!
#@/PATH_TO/tensorflow/models/research/
TRAIN_DIR=/PATH_TO_YOUR_TRAIN_FOLDER/ # for example: /home/username/Documents/project/train/
EVAL_DIR=/PATH_TO_YOUR_EVALUATION_FOLDER/
DETECT_DIR=PATH_TO_YOUR_DETECTION_FOLDER/output_inference_graph.pb
PIPELINE_CONFIG_PATH=/PATH_TO_YOUR_CONFIG_FILE/the_name.config
python3 object_detection/train.py --logtostderr \
--pipeline_config_path=$PIPELINE_CONFIG_PATH \
--train_dir=$TRAIN_DIR
5.1) Watch the training process
tensorboard --logdir=$TRAIN_DIR
References
- For creating your own .record files.
https://github.com/tensorflow/models/blob/master/research/object_detection/g3doc/using_your_own_dataset.md
http://www.machinelearninguru.com/deep_learning/tensorflow/basics/tfrecord/tfrecord.html
https://planspace.org/20170323-tfrecords_for_humans/
from mobilnet_ssd_opencv.
Related Issues (5)
Recommend Projects
-
React
A declarative, efficient, and flexible JavaScript library for building user interfaces.
-
Vue.js
🖖 Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.
-
Typescript
TypeScript is a superset of JavaScript that compiles to clean JavaScript output.
-
TensorFlow
An Open Source Machine Learning Framework for Everyone
-
Django
The Web framework for perfectionists with deadlines.
-
Laravel
A PHP framework for web artisans
-
D3
Bring data to life with SVG, Canvas and HTML. 📊📈🎉
-
Recommend Topics
-
javascript
JavaScript (JS) is a lightweight interpreted programming language with first-class functions.
-
web
Some thing interesting about web. New door for the world.
-
server
A server is a program made to process requests and deliver data to clients.
-
Machine learning
Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.
-
Visualization
Some thing interesting about visualization, use data art
-
Game
Some thing interesting about game, make everyone happy.
Recommend Org
-
Facebook
We are working to build community through open source technology. NB: members must have two-factor auth.
-
Microsoft
Open source projects and samples from Microsoft.
-
Google
Google ❤️ Open Source for everyone.
-
Alibaba
Alibaba Open Source for everyone
-
D3
Data-Driven Documents codes.
-
Tencent
China tencent open source team.
from mobilnet_ssd_opencv.