machine learning for alpha matting

Closed Posted 4 years ago Paid on delivery
Closed

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

Image Processing Machine Learning (ML)

Project ID: #19328868

About the project

6 proposals Remote project Active 4 years ago

6 freelancers are bidding on average $24/hour for this job

dinhfreedom

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

$20 USD / hour
(57 Reviews)
6.4
uzairrzahid

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

$22 USD / hour
(55 Reviews)
5.9
aminbros

ML...........................................................................................................................................................................................

$22 USD / hour
(3 Reviews)
4.0
Eagles90

ML Dear Client I am an experienced machine learning and deep learning engineer. Please have a look at my profile to get an insight into the quality of my services. I have reviewed your job and ready to proceed t More

$33 USD / hour
(2 Reviews)
4.0
amelpomenem

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

$22 USD / hour
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0.0