AI for "object" recognition in low resolution images - PYTHON + KERAS
€30-250 EUR
In Progress
Posted over 3 years ago
€30-250 EUR
Paid on delivery
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"},
]
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 be disappointed in me for sure.
Looking forward to meeting you on chat.
Good luck. Thank you.
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.
Greetings!
Welcome to DEEP LEARNING, MACHINE LEARNING & ARTIFICIAL INTELLIGENCE Developer by using Python!
I hope you are doing good. Well, regarding this project, I have extensive 8+ years of experience in DEEP LEARNING, MACHINE LEARNING & ARTIFICIAL INTELLIGENCE projects using Python.
I will work in an efficient and correct way. Give me work, I will surely complete work within the required time.
I have been working for the following field related projects:
Classification
Regression
Clustering
Dimensionality Reduction
Prediction
Recognition
Time Series Forecasting
Recommender Systems
Sentiment Analysis
NLP(Natural Language Processing)
Big Data Visualisation
Data Mining
Data Scraping
Data Analysis
Data warehousing
Data Modelling
So on . . .
As I did MSCS (18 years of education in computer science) and Ph.D. student, I can do your project in a smart way.
As you can see in my profile, I have been worked for different projects and got a response from employers by getting awesome feedback.
Thanks for your response!
Hello,
I have experience in object recognition with Python and Keras. The project is straightforward .
Please contact me to discuss details.
Cheers,
Grigore
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, Image Classification, etc.
I am good at Tensorflow, Keras, etc, I will implement your project with CNN.
this is two classes classification/Recognition problem, to output the box of objects.
Since you have labeled dataset, that's very good.
I'd like to discuss the details via chat.
Regards.
#### 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 years experience in developing algorithms of mathematical problems as well as computer related problems and their implementation using C, Matlab, Python programming language. Also I have experience in tkinter, pandas, numpy, matplotlib, gurobi, z3 solver package in python . I have several experience on data analysis and machine learning projects.
I have completed several projects on ANN, CNN models in python using keras package and several likes are ongoing.
I would like to discuss in more detail with you to get your exact requirements. I am confident I can provide you efficient solution.
I'm looking forward to your response.
Best regards.
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 details about the project.
If you are interested, Shall We discuss details about the project?
About Us:
Competition Expert on Kaggle
Competition Expert on Codeforces
ACM-ICPC Regional Rank - 32
Winner of more than 10 Programming & Data Science based contests.
We have started working on freelancer recently but we are already providing our services to our clients based in USA, UK, India, UAE, KSA. We assure you a 100% quality work, Please feel free to connect on private chat.
Regards,
BellaMenteInc
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 detection like pytorch,mxnet , tensor flow ,keras , caffe .
some of my projects are
identification of different types of notes
object detection using YOLO or RCNN
custom object detection
brain hemorrhage subtypes detection
pneumethrox detection
covid-19 detection
Stock market prediction using deep learning
and many more
A deep. And I am pretty sure that you will get best results ever.
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 interested, lets talk and discuss the details. Looking forward to working with you.
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 wonderful result.
Looking forward to your response.
Regards.
