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Up-sampling 4D images using deep learning

$30-250 USD

Closed
Posted about 2 years ago

$30-250 USD

Paid on delivery
To have a deep learning network that accepts 4D low-resolution images and produces 4D high-resolution images. Project Objectives: 1- Get the 4D low-resolution images through running a degradation model on the ground-truth 4D images dataset by estimating various blur kernels as well as real noise distributions. Most current approaches rely on paired low and high-resolution images to train the network in a fully supervised manner. However, such image pairs are not available in real-world applications. Thus, the aim here is instead to learn super-resolution from unpaired data and without any restricting assumptions on the input image formation. 2- Use GAN (Generative Adversarial Network) framework to perform the up-sampling within the network using transposed convolutions. The aim here is for the network to take “low-spatial-resolution images (for example 512x512) produced from objective 1” as input and predicts “high-spatial-resolution images (for example 1024x1024)” as an output in a coarse-to-fine fashion. The GAN framework should learn the correlations between LR and HR 4D volume of images using the following Loss functions: pixel loss, perceptual loss, and adversarial loss. I have some written codes (implemented but not trained) that perform the following: A degradation model that takes 4D light images as input and produces Downsampled (degraded) 4D light field images. A GAN (Generative Adversarial Network) framework that accepts 4D light field dataset and learns the correlations between LR and HR 4D volume of images. A high dimensional (4D) residual network that performs the up-sampling within the network using transposed convolutions of 4D images dataset.
Project ID: 32667315

About the project

12 proposals
Remote project
Active 2 yrs ago

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12 freelancers are bidding on average $373 USD for this job
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Hi there, I have read your project description and i'm confident i can do this project for you perfectly.I still have a few questions. please leave a message on my chat so we can discuss the budget and deadline of the project. Thanks
$250 USD in 6 days
4.9 (23 reviews)
6.3
6.3
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Master in Machine Learning and Software Developing️ Hello, I hope you are safe and Doing well I have seen your project requirements, I am looking to discuss them further with you Hope we will meet soon to discuss further . Coming to me, I am a professional algorithm developer and machine learning is my most confident and favorite subject. I have done lots of projects related to machine learning using various languages like C, C++, C#, and Python. Let me know your availability of time to discuss this project through call or chat Stay safe Thanks, regards
$150 USD in 3 days
5.0 (25 reviews)
5.1
5.1
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Greetings. I checked your "DEEP LEARNING" project requirements. Your work is one of the tasks that can be done very perfectly by us. I will work within your budget, Within your deadline. We are good in DEEP LEARNING , Neural networks , Deep Neural Networks , CNNs and their application to Computer Vision , RNNs/LSTMs and their application , Natural Language Processing and etc.
$30 USD in 2 days
4.7 (19 reviews)
4.9
4.9
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Hi, I hope you are doing fine. I have almost 10 years of experience in machine learning algorithms. I can implement various types of artificial intelligence algorithms including yours with Matlab, Python and etc. I have PhD from Tohoku University and have several journal publications on the subjects. You can see portfolio for my previous projects. I read about your project and am interested in working with you. Please send me a message so that we can discuss more. Best regards.
$140 USD in 7 days
4.9 (17 reviews)
4.9
4.9
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Hi there, I have thoroughly gone through your project description, I'm an expert and I can help you. Kindly send me a message I am a senior engineer and i have a rich experience in Python, Machine Learning (ML), Deep Learning. I am a Python developer with 5+ years of experience Skills: PyQt, PySide/PyQt,Scrapy, BeautifulSoup Java, C++, C#, SQL, 4, Pillow, Matplotlib, Xml, PHP, Django json, and csv modules. Expert in statistical analysis of datasets/images and apply ML/DL algorithm with python (Tensorflow, Keras,Pytorch) and R. I am interested in taking up this task for you and I hope I could awake your interest in me. Please kindly send me a message in chat window for more about the project and to adjust price, note price quoted in bid is not the final price, it can be less or more after discussing the project. I am always online, work hard and very sensitive to details. I hope to read from you in chat box. Best regards
$160 USD in 5 days
5.0 (7 reviews)
4.5
4.5
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hello sir, i am highly interested in your project. i have gone through your requirements and i believe i can be a valuable asset for your project. i am an expert in machine learning, deep learning, natural language processing and computer vision in python. previously i have worked on various computer vision projects including various types of GANs, auto encoders etc . i have more than 3 years of experience in this field. so, this is very familiar to me. i can assure you best quality work. hope to get in touch and work together.
$100 USD in 3 days
4.9 (9 reviews)
3.8
3.8
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Hi, There I read through the job details extremely carefully and I am absolutely sure that I can do the project very well. I have good experience with Python and Deep Learning, so can help you very well. I work according to your requirement to provide the best quality and customer satisfaction. I can start work immediately. Thanks.
$1,500 USD in 12 days
5.0 (3 reviews)
2.6
2.6
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----------------Professional Deep Learning Expert! Best Result in Time!----------- Dear sir. I've read your project description very carefully. I've extensive experience in Deep Learning, so I believe that I can provide excellent result in time. If you contact me, I'll provide detailed developing plan and methods. I'm looking forward to your further response. Best regards.
$200 USD in 7 days
5.0 (2 reviews)
2.1
2.1
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Hi! I am PhD in Computer science. I have read and understood your requirement specifications. I have experience in building matlab/python/c/c++/java based projects for applied sciences. I am confident of taking your job and delivery in time. regards chiranjib
$220 USD in 7 days
5.0 (2 reviews)
1.8
1.8
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Hi, Sir. I have gone through your project details. I can do your project perfectly as I am an Expert in Python Deep Learning and have full experience with 3D/4D medical image processing and super-resolution GAN. Please contact me, and I will do my best for you. Thanks.
$1,200 USD in 12 days
0.0 (0 reviews)
0.0
0.0

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Flag of UNITED STATES
Santa Clara, United States
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Member since Jan 17, 2022

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