machine learning for alpha matting
$15-25 USD / hour
The ultimate challenge: apply machine learning to the alpha matting problem.
* natural matting, greenscreen, bluescreen, whitescreen, etc.
* RGB in, R'G'B'A out.
This contract represents a first step: perform a survey of existing off-the-shelf ML technologies to determine the ultimate cost of building a production-ready matting model.
• Inputs: before & after RGB, R’G’B’A pairs of images…
o Against greenscreen and bluescreen
o Against white backdrops
o Against painted backdrops
o Against natural backdrops
• Outputs:
o Presentation of results attainable with existing frameworks. Which network structure(s) show promise for solving the matting problem.
o Rough understanding of scale of project to make it commercially viable.
Scope of this project:
• Collecting training material
o You can use publically-available sources (imagenet, googlenet, etc)
o We have before & after matting pairs {RGB}->{R’G’B’, Alpha}
o We do not have trimap pairs (e.g. {RGB} -> {trimap} and {trimap} -> {R’G’B’, Alpha}
• Selecting a platforms and matting algorithm
• a quick google search reveals plenty of platforms:
o nVidia cuDNN-accelerated PyTorch deep learning framework
o Ludwig from uber engineer
o Google AI platform
o H2O
o DataRobot
o OpenAI
o Sonnet
o Eager
o TPOT
o RapidMiner
o AutoML
o Sagemaker
• You will use your experience to produce a short manageable list of platforms, and to survey research on segmentation & matting, to arrive at a manageable list of technologies to try out during the available time.
In your proposal, please mention "ML" otherwise you will be rejected.
Thank you.
Derek
Project ID: #19328868
About the project
6 freelancers are bidding on average $24/hour for this job
Dear sir. Your project attracted my attention at first glance, because I've extensive experience in Machine Learning & Image Processing Programming. I'm really confident about your project, and very eager to join you More
Hi. My name is Uzair.I did my masters in Electrical Engineering. I have done my thesis in biomedical signal processing and Machine learning. I have more than 3 years of experience in Python/MATLAB specially in Machin More
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Hello! My name is Alyona. I am representative of a company, which can successfully execute different projects in IT sphere, connected with machine learning, deep learning, artificial intelligence, neural networks, robo More