behavioral-cloning | driving car that runs in simulator | Machine Learning library
kandi X-RAY | behavioral-cloning Summary
kandi X-RAY | behavioral-cloning Summary
Deep neural network to drive a car in a simulator. For a deeper look at my process, check out my article on Medium. Model largely copied from Nvidia's paper. Trained via 8k images on the track, which were augmented to become 48k images. All made possible by Udacity's Self-driving Car Nanodegree.
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Top functions reviewed by kandi - BETA
- Generate a random generator
- Flips the input X and y
- Flips image x
- Flip labels vertically
- Translate images
- Translate an image
- Plays a telemetry response
- Send the steering control
- Combine multiple images into one
- Combine two images
- Resize all images
- Resize image files
- Change one color
- Show an image
- Generate a series of values
- Connect to a server
behavioral-cloning Key Features
behavioral-cloning Examples and Code Snippets
Community Discussions
Trending Discussions on behavioral-cloning
QUESTION
While trying the project of car behavioral cloning, I successfully trained my model and generated the file model-001.h5. now in order to test the model, it must successfully drive the vehicle in Udacity self-driving simulator this is done by running the drive.py and the generated model-001.h5 file
...ANSWER
Answered 2020-Dec-12 at 15:22It'd be helpful to see on what line you get an error.
It's not obvious to me where the "if statement to change the incoming data to float format" that you refer to is. I see that the model is called on whatever image is loaded, in whatever datatype it comes from. I predict that the image is stored as uint8, the most efficient storage for a (0,255) colour representation.
So try:
image = np.asarray(image, dtype=np.float32)
To create an array of the correct datatype for your model, which I am presuming is tf.float32.
QUESTION
I created a CSV file (driving_log.csv
) for the filepath of each image that my simulator created but I was using my brother's Windows computer when I did that so now the file path looks like this for each image (and there is almost 14000 of them). I get an error when invoking it from my file.py
, which is in the same directory as the CSV file.
ANSWER
Answered 2020-Feb-19 at 03:28If you are running your code on a *nix machine, you can use the PureWindowsPath
class:
Community Discussions, Code Snippets contain sources that include Stack Exchange Network
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Install behavioral-cloning
You can use behavioral-cloning like any standard Python library. You will need to make sure that you have a development environment consisting of a Python distribution including header files, a compiler, pip, and git installed. Make sure that your pip, setuptools, and wheel are up to date. When using pip it is generally recommended to install packages in a virtual environment to avoid changes to the system.
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