machine learning for alpha matting

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 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.


Compétences : Image Processing, Machine Learning (ML)

en voir plus : deep image matting code, natural image matting using deep convolutional neural networks, what is image matting, deep alpha matting, image matting tutorial, deep image matting github, deep image matting pytorch, deep matting github, machine learning jobs saint vincent and the grenadines, online machine learning jobs saint vincent and the grenadines, machine learning work saint vincent and the grenadines, freelance machine learning jobs saint vincent and the grenadines, machine learning jobs south georgia and the south sandwich islands, online machine learning jobs south georgia and the south sandwich islands, machine learning work south georgia and the south sandwich islands, freelance machine learning jobs south georgia and the south sandwich islands, django rest framework machine learning, machine learning google, a hybrid stock trading framework integrating technical analysis with machine learning techniques, google machine learning interview questions

Concernant l'employeur :
( 0 commentaires ) Phoenix, United States

Nº du projet : #19328868

10 freelance font une offre moyenne de $24/heure pour ce travail


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 Plus

$20 USD / heure
(48 Commentaires)

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 Plus

$22 USD / heure
(44 Commentaires)

ML -Professional Machine Learning, Python, image processing expert ! Best Result in Time!------------------------------ Hello sir. I've really rich experience for your project, so your project is very interesting to Plus

$22 USD / heure
(33 Commentaires)

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 Plus

$33 USD / heure
(2 Commentaires)


$22 USD / heure
(2 Commentaires)

Hi! How are you? I am a senior software developer who has rich experience in application development with machine learning algorithm. I am really interested in your project. i wanna work with you. Thank you.

$30 USD / heure
(2 Commentaires)

Hello! I am very interested in your post project. i have rich experience on it. I think this project is very suitable for me and i am sure i can give you good result . I can help you if you'd like looking forwar Plus

$22 USD / heure
(0 Commentaires)
$22 USD / heure
(0 Commentaires)

ML. I've worked on similar CV problems before. The two main challenges for this task are 1) Collected a large dataset of RGBA images. They need a way to be converted to corresponding RGB images, without the alpha c Plus

$25 USD / heure
(0 Commentaires)

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 Plus

$22 USD / heure
(0 Commentaires)