Käynnissä

Build datasets for GAN, by scraping images, normalizing them & building classifier networks using Tensorflow or Pytorch

I want to create GANs for generating skulls in tribal style, with separate GANs for human skulls and animal skulls (i.e. generally ram/bull/cow skulls).

First, I need to gather relatively large datasets for the purpose though, and clean up / normalize them (remove watermarks, background patterns and other irrelevant artifacts, crop them to a relevant size, etc).

I need you to:

1. Build keyword-based image scraper code to gather a large number of samples

2. Manually filter out and categorize sets of each class large enough to use for start building the classifier

3. Build code for normalizing the samples, cropping etc

4. Build classifier code that can automatically find appropriate samples of each class & normalize them

5. Ensure that the final deliverable is able to automatically build a large dataset (at least 10 000 of each class), with a very small amount of false positives, that should be easy/painless to filter out manually.

I have already scraped a large number of potential samples from a vector-based stock photo site, and can share that dataset as well as the code I wrote to perform the scraping (basically just a few lines of bash & perl), but want you to build and deliver your own scraping code to gather more samples from Google image search and other sources as well.

Note that there are a large number of irrelevant images in the samples I've gathered, which is exactly the problem.

I expect high quality documented code in your deliverables, no quick'n dirty copy/pasted code that I need to clean up myself.

Initially, I just want datasets with white backgrounds and black lines for skulls, to avoid confusing the GAN I build.

If you do this job well, I will most likely have similar projects for you in the future.

When posting an offer, let me know about relevant experience in scraping images for datasets as well as building the code to normalize and classify the images, as well as which languages and frameworks you will be using.

Taidot: Machine Learning (ML), Pytorch, Tensorflow, Tietojen kaavinta verkosta, Python

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Tietoa työnantajasta:
( 0 arvostelua ) Uppsala, Sweden

Projektin tunnus: #29453236

Myönnetty käyttäjälle:

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Hi, there. I am very interested in your job. - `pyscrape` for image scrapping - Python - PyTorch and Keras for GAN Best regards, Sgadou

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sodiqa32

hello I devour your demand that you’re viewing Build datasets for GAN, by scraping images, normalizing them & building classifier networks using Tensorflow or Pytorch I provide creative, proactive and high-tech soluti Lisää

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MohammedJARROU

Hello, I am a ML/DL Expert using Python for more than 4 years. I read the description, I can do this work perfectly since I worked on GANs with Pytorch, Tensorflow, Image Treatment and Web Scraping. I can cite some P Lisää

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vorasiddh4it

I have read your requirements. I am managing director of software company and I have team for development so we can complete it perfectly. I am from India GMT +5:30 and I am available from 8:00 AM to 11:00 PM. We hav Lisää

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engrhassanwali

Hi. I have read your project description in detail. I am an Electronics Engineer and Matlab Expert I have 11 years of experience in C/Machine language/Matlab/Python, Algorithm Simulation programming, software Architect Lisää

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Darwish001

Hi, Hope you are doing well. I have full experience about Python and Scrapping so that I can give you a wonderful result. I will be very happy to discuss about your project via chatting. Thank you.

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mrla11

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Priyaverma2021

Hello, Have great experience in Python frameworks such as Django , flask. I just saw your post that you are looking for “ Datasets for GAN, by scraping images “. It would be great if we can chat so I totally kno Lisää

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developerstephen

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fedorpisalev

Hi I read your job description. Before I worked with several python scrapping tasks. I am familiar with python scrapping. I want to discuss in detail. Looking forward to hearing you soon. Regards

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