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AI for "object" recognition in low resolution images - PYTHON + KERAS

Hi developers!

My company needs a python module that can recognize two classes of "objects" in low-resolution images. The "objects" to be recognized are specific characteristics (anomalies) of the photographed surface. The stack is python + keras.

The developer will receive a few thousand images already labeled for the two classes of anomalies and will have to create a neural network (of his choice) and two functions for training and use the NN. If necessary, he will have to process the images before training to improve recognition performance.

At the end of the work, two python functions (or two notebooks containing them) must be delivered. The pseudo code of this functions is as follows:

# TRAINING FUNCTION

def train(images_folder_path):

# Load image from "images_folder_path"

...

#Prepare images for training (optional, only if is needed)

...

# Define NN model parameters

...

# Train NN

...

# Save NN model and weight

# RECOGNITION FUNCTION

def recognition(path_of_a_single_image, path_NN_model, path_NN_weights):

# Load NN parameter from file "path_NN_model"

...

# Load NN weights from file "path_NN_weights"

...

# Load image from "path_of_single_image"

...

# Search object in the image

...

# Return an array with position and class of finded object

return [

# Recognized object 1

{x:"", y""", width:"", height:"", class:"0"},

# Recognized object 2

{x:"", y""", width:"", height:"", class:"0"},

# Recognized object 3

{x:"", y""", width:"", height:"", class:"1"},

]

Skills: Machine Learning (ML), Neural Networks, Python, Keras, Artificial Intelligence

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About the Employer:
( 1 review ) Biancavilla, Italy

Project ID: #26830866

24 freelancers are bidding on average €187 for this job

alexkrayniy

Hello sir. As a computer vision and image processing, machine/deep learning expert, I'm glad to see your project. If you check my profile, you can see I have deep knowledge in image processing with opencv, computer vis More

€250 EUR in 7 days
(11 Reviews)
6.1
Himerr0kovoi

* Computer Vision and Machine Learning Expert * Hello, I have 7 years experience of computer vision and machine learning. So i have full skills and experience of this field, and have developed a lot of projects such as More

€500 EUR in 7 days
(13 Reviews)
5.9
mza5ab8dc9be9a8c

Note: This work is really matching with my experience and I have done a lot of projects like this. Please let me talk further through chat so we will move forward and I will give you a solution as you needed. Greetin More

€220 EUR in 5 days
(70 Reviews)
5.7
Yourn1freelancer

Hello, I have experience in object recognition with Python and Keras. The project is straightforward . Please contact me to discuss details. Cheers, Grigore

€112 EUR in 7 days
(7 Reviews)
5.6
VujicicM

Hello I have completed lots image processing, object detection and other kinds of projects. I have enough experiences in computer vision and image/video analyzing projects: image filtering, geometric or radiometric c More

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(9 Reviews)
5.2
Alfatahbima9

Hi! I’m Alfattaf, Machine Learning expert with rich experience. tensorflow (including TfLite), caffe, Pytorch and etc... I’ve applied ML to Computer Vision and Machine learning projects before. Developed a lot of objec More

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(11 Reviews)
5.3
Igorter

Thanks for your job posting in advance. I read your project spec and understand your requirements. As a Machine Learning, deep Learning, Computer Vision expert, I have rich experiences with Object Detection/Recognition More

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(8 Reviews)
4.8
darrel131191

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(5 Reviews)
4.4
serzhkavalchuk96

Hi,I am excellent mathematician. With over 5 years of experience in Python. I’ve gone through your complete project description. I am interested in this project as it is exactly within the scope of my skill. My main s More

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4.0
BellaMenteInc

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(26 Reviews)
4.4
Sam0072

hello sir , I am a machine learning engineer having 5+ years of experience . I have done many projects on image classification either in agriculture sector or in medical sectors. I have used many framework for object More

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(15 Reviews)
3.7
Hammad333

Hi, my name is hammad. I am a Software Engineer. I have worked with object detection in the past. I can help you create keras based NN to detect those 2 objects. Demo of previous can be shown on request. If you are int More

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(3 Reviews)
3.2
hotui707

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2.4
ArjunChauhan09

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2.3
ledphong

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(2 Reviews)
2.0
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TechnologySol20

#### Having Experience of ANN, CNN model for classification of "objects" in low-resolution images ##### Hi, Greetings. I am a computer engineer having masters in Mathematics and Computer Science.I have more than 10 ye More

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1.6
neuroeye360

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