Class Incremental Learning for Image Segmentation

Chiuso Pubblicato 7 mesi fa Pagato alla consegna
Chiuso Pagato alla consegna

We are looking for a skilled developer to work on a project involving class incremental learning for image segmentation by applying knowledge distillation. The ideal candidate should have experience in the following:

Programming Language:

- Proficiency in Python is preferred for this project.

Image Segmentation Algorithm:

- Familiarity with the U-net algorithm is required for this project.

- Familiarity with the Incremental Learning algorithms

- Focusing on pixel segmentation for each class, not only classification.

Model Preference:

- The client has no specific preference for a pre-trained model or a model built from scratch.

Skills and Experience:

- Strong programming skills in Python.

- Experience with image segmentation algorithms, specifically U-net or models that are suitable for my dataset.

- Familiarity with class incremental learning techniques.

- Ability to work with pre-trained models or build models from scratch.

Project deliverables:

- Develop and implement a class incremental learning approach for image segmentation using the U-net or CIL algorithms.

- Ensure compatibility with the preferred programming language, Python.

- Provide documentation and code comments for easy understanding and future maintenance.

Dataset:

My dataset is x-ray images, and the annotation is a JSON file for each class (coco format). I have three classes (permanent teeth as PERM, primary teeth as PRIM, and filling).

If you have the necessary skills and experience in Python programming, image segmentation algorithms, and class incremental learning, and are interested in working on this project, please submit your proposal.

Python Machine Learning (ML) Java Linguaggio Programmazione R Deep Learning

Rif. progetto: #37318345

Info sul progetto

9 proposte Progetto a distanza Attivo 6 mesi fa

9 freelance hanno fatto un'offerta media di ₹8499 per questo lavoro

sonus21

Hello Zulfiquar! I hope you're well. I'm a senior Python developer with specializing in python app and web development. I've delivered more than 100 projects over time with 5* rating. Here are some of my skills necess Altro

₹3000 INR in 7 giorni
(57 valutazioni)
6.2
merinsinha

I can do it. As 9+ years experiences in these field. I can give good quality work. I have read the guidelines of your work.I believe that i can provide you the best quality works you are anticipating from this platform Altro

₹11000 INR in 7 giorni
(65 valutazioni)
5.7
starktynt

Hi, I have read the requirements for pixel segmentation for the desired three classes for tooth x ray images. I have more then 3+ years of experience with computer vision, image segmentation, classification, inpainting Altro

₹20000 INR in 7 giorni
(16 valutazioni)
4.6
Demenntor

Dear Client, I am excited about the opportunity to work on the development of class incremental learning for image segmentation using knowledge distillation, focusing on the specific requirements outlined for this pro Altro

₹12000 INR in 7 giorni
(28 valutazioni)
4.6
esraatarekyosef1

Hello I am AI SOFTWARE ENGINEER. SO, I have extensive knowledge with python deep learning and neural networks, in addition to that I did many of similar tasks before, what makes me able to do your task and I am looking Altro

₹6999 INR in 7 giorni
(13 valutazioni)
3.8
sairusk

Class Incremental Learning for Image Segmentation Hi Zulfiquar A. I am Sairus Khalil, an accomplished Python expert with a wealth of experience in a variety of Python-related domains, including data scraping, chatbot d Altro

₹2496 INR in 7 giorni
(7 valutazioni)
3.2
prsergio

****** Image Segmentation Expert ***** Hello. Thanks for your reply. My name is sergio, and I am a professional with 15+ years of experience in data science and image processing. I have worked on many data analysis an Altro

₹7000 INR in 7 giorni
(1 Recensione)
2.1
mostafaabbady10

^^I'm willing to offer a free consultation or a preliminary analysis of your data. This will help you get a taste of my expertise and how I can contribute to your specific project. Feel free to share vour data or proje Altro

₹7000 INR in 5 giorni
(2 valutazioni)
1.3