Traffic signs recognition. More simple RNN. Part4.

02.07.2017
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Traffic signs recognition. More simple RNN. Part4.

There is more simple architecture of RNN with tensorflow but result on russian traffic dataset is bad (about 70% of recognized images with 100000 epoch – training time – about 15 hours). Anyway I will show python program for information.  """ modification of traffic_ru dataset with image preprocession (make YUV mormalized images) from http://jokla.me/robotics/traffic-signs/...

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Traffic signs recognition. Training RNN and checking result. Part3.

01.07.2017
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Traffic signs recognition. Training RNN and checking result. Part3.

We have prepared all necessary files after implementation of part 1 and part 2 works. Lets start procedure of learning with tensorflow. TF model part taken at this link (Jiovanny Claudio). Jiovanny gave very good explanation of Tensorflow model which have used for deep learning. I have made some corrections in model for correct...

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Traffic signs recognition. Preparing russian dataset for learning. Part 2.

30.06.2017
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Traffic signs recognition. Preparing russian dataset for learning. Part 2.

I have described bad attempts to train RNN with Russian Traffic dataset before – here for example. To solve this problem first I have sorted all images into classes to it’s own directory and found that quality of images is very bad: 1. there is a lot of images which can’t recognize by human...

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Traffic signs detection (Python, OpenCV, Tensorflow). Approaches and possible solutions. Part 1.

17.06.2017
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Traffic signs detection (Python, OpenCV, Tensorflow). Approaches and possible solutions. Part 1.

There is some approaches how to detect traffic signs (TS) at the image (some info available here and here - (thanks to Miki) and here): 1. Color-based detection 2. Shape-based detection 3. Pattern detection and recognition Colors at the image could be different – depends of quality, camera sensor, backligth etc. If You want to use...

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Tensorflow+Android Studio (demo example)

17.06.2017
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Tensorflow+Android Studio (demo example)

Tensorflow has very good example how to use pretrained model with Android devices. https://github.com/tensorflow/tensorflow/tree/master/tensorflow/examples/android   Only choose Your machine environment and demo example will be installed. I have Android Studio with standart Gradle project. Thats why need only copy this folder (/tensorflow/examples/android) from tensorflow github batch to my folder with Android workspaces. after tha need...

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Распознавание дорожных знаков. Tensorflow и бельгийский и русский датасет.

11.06.2017
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Распознавание дорожных знаков. Tensorflow и бельгийский  и русский датасет.

Используя как основу статью Валида Абдулы https://medium.com/@waleedka/traffic-sign-recognition-with-tensorflow-629dffc391a6   Попробуем сделать рабочую программу распознавания дорожных знаков. Сначала бельгийских, затем нашенских. Ссылка на скачивание российского датасета в предыдущих постах… Бельгийский датасет в примерах. С учетом, что прога писалась для 0.12 версии Tensorflow, ее надо немного модифицировать и поставить необходимые библиотеки. Прога для Python2.7 и tensorflow 1.1...

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