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Train a Deep Learning Image Segmentation Model based on DeepLabV3

I need a CNN based image segmentation model including the pre-processing code, the training code, test code and inference code. The image segmentation model shall be trained on a dataset that I can provide.

The basic principle of what the model shall do is depicted in '[login to view URL]'

One example of a image pair from the taining set (input image + output segmentation) is given in '[login to view URL]'

The training code shall also include data augmentation with following steps:

- random image rotation

- random image cropping

- random color shifting

- adding noise in different levels

- adding blur to the image in different levels

- adding a random background image (from a dataset like ImageNet dataset)

regarding the last point: Please take a look at "[login to view URL]"

The model architecture shall be based on an encoder - decoder network. The decoder backbone shall be a MobileNetV2 (or or possibly newer if it benefits the performance) and the decoder backbone shall be a DeepLabV3. The intended model architecture is depicted in '[login to view URL]'

I understand the DeepLabV3 and MobileNetV2 requirements for the architecture are quite specifig and it might be possible that it takes extra effort to consider this. If you have understood that implication of the requirement, please include: "HAU38J" into you cover letter.

Compétences : Deep Learning, Computer Vision

en voir plus : Deep learning,Image processing, deep learning image recognition tutorial, deep learning image processing tutorial, deep learning image analysis, deep learning image enhancement, deep learning image classification python, deep learning image processing python, deep learning image compression, deep learning image segmentation tutorial, deep learning image classification, deep learning image processing, deep learning image feature extraction, deep learning image classification matlab, deep learning image segmentation matlab code, google cloud deep learning image, deep learning image classification matlab code, deep learning image stitching, build a deep learning image dataset, deep learning image similarity, deep learning image recognition

Concernant l'employeur :
( 1 commentaire ) Vienna, Austria

Nº du projet : #28977311

12 freelances font une offre moyenne de 210 € pour ce travail

sgadou

Hi, there. I am a machine learning engineer good at several deep learning algorithms. I am proficient in Python, OpenCV, Keras Tensorflow, PyTorch, and Scikit-learn. Carefully checked your requirements. I can help you Plus

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(11 Commentaires)
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4.3
SteMarko

Hello, I am skilled computer vision and machine learning expert. [login to view URL] this is image segmentation example using deeplab. I have developed lots of proects like image background removing , fac Plus

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Tonyspychenko

HAU38J Hi, Miss Sebastian B. thanks for your job posting. I have read your job description and checked the image files you attached and totally understood what you want. I have good experience in CNN based image segme Plus

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jackiedev00

HAU38J Hello. I read the post and I think very much I can do this project. [login to view URL] Looking forward to your reply. Thanks. Jackie.

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freemanh

Hello. I am an expert at AI using CNN. I have developed a lot of CNN-based projects for 3 years. So I am very familiar with MobilenetV2, Fast-RCNN, DTN, U-net and so on. If you want I will be a great help for you.

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0.4
joudalakkadbs5

A software engineering student with high experience in Data analysis using tools such as Power bi, python,R and lots

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yourGvozdik

"HAU38J" Hi. I have read your description carefully and understood it. I have many experience in AI and computer vision. Program has to learn a DNN model for object detection and segmentation, and use it to infer the Plus

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sajjadtaghvaeifr

Hi, I hope you are doing fine. I have done many image processing and video processing projects in Matlab, Python, JAVA, etc. My PhD thesis was also visual analysis of human motion. I have also published several journal Plus

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alnabritenkova

HAU38J Hi, I am expert in machine learning/Deep learning/AI/OCR/data mining/NLP. I implemented algorithms for data classification, text classification, Trading, automation, data mining, speech recognition, time serious Plus

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AbhishekVid

Hello, Thanks for your posting and i read your description carefully. We at TDI is team of Data Science experts from IITS/IISER and R&D Professionals from Software Industry. We are research oriented firm and mostly pic Plus

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Parthibanb1996

Hi, I have seen your project. I have done many projects like this using deeplabv3. I can deliver within two days since I have good experience on that. Please feel free to contact me. I can do this deeplab3 project usi Plus

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