In Progress

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

See more: object detection, deep learning in object detection and recognition pdf, object detection research papers pdf, image classification using tensorflow and keras, kaggle, image super resolution python, tensorflow, image super resolution github, low resolution character design, convert low quality images quality, low resolution resolution illustrator, can low resolution picture converted resolution, software convert low quality images quality images, pdf low resolution need, can convert low resolution logo resolution, illustrator graphics low resolution, convert logo low resolution resolution, resolution images design, making low resolution graphic resolution graphic, software convert low resolution pic res

About the Employer:
( 1 review ) Biancavilla, Italy

Project ID: #26830866

16 freelancers are bidding on average €148 for this job

darrel131191

Hi there. I am very interested in your proposal. I can instantly help you with your starting project with a successful completion. As a professional ML developer, I ensure for a perfect ongoing project. You will never More

€250 EUR in 7 days
(12 Reviews)
5.6
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
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

€200 EUR in 3 days
(22 Reviews)
5.7
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
(80 Reviews)
6.1
BellaMenteInc

Hi, We have team of ACM-ICPC Finalists and Competitive Programmers and have stronghold in Python, Java, Computer Vision, NLP and Optimization algorithms. We can guarantee you the project completion after discussing de More

€200 EUR in 7 days
(28 Reviews)
4.6
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

€60 EUR in 3 days
(21 Reviews)
4.1
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

€80 EUR in 5 days
(9 Reviews)
3.8
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

€167 EUR in 7 days
(15 Reviews)
3.7
ArjunChauhan09

Hello, I have worked intensively in the field of computer vision and have developed several object detection and localisation models. Please refer to [login to view URL] for my project portfolio. Looking for More

€111 EUR in 8 days
(1 Review)
2.3
ledphong

Hi, there I read your project description and I'm really interested in your project, because I've good knowledge and practical experience in these fields. If we have a chance to cooperate, I'll do my best to provide wo More

€150 EUR in 2 days
(2 Reviews)
2.1
(1 Review)
1.6
neuroeye360

We are a squad of professional AI and Data Analyst team working in this field for last 3 [login to view URL] are thoroughly inclined towards Deep learning Architecture design ,Machine learning model design and Data Analysis with More

€50 EUR in 5 days
(1 Review)
1.0
(0 Reviews)
0.0
greenthumb2912

Hello sir. Thank you for giving me a chance to bid on your project I have gone through your requirements. I have much experience in this field. I am sure that I can finish your project as you want. So please come up on More

€250 EUR in 7 days
(0 Reviews)
0.0
blackninja1999

I have worked with CNN and RNN, So i think , I am perfect for this project. Also I am very dedicated to learn new things and explore new technologies.

€100 EUR in 7 days
(0 Reviews)
0.0
(0 Reviews)
0.0