ramnathsingh545 asked . 2021-05-17

Partially labelled semantic segmentation

Hi, I'm trying to use partially labelled images as a groud truth for the semantic segmentation training(there are lots of ambiguous regions in my images, so i am hoping to train only with the apparent regions; by inputting the class weight 0(techinically it was 10^-20 as I cannot input zero) to the unlabeled class in pixel classification layer)

And I found that the mini-batch accuracy is fluctuates around 35-40% and never converges.

Are there any ways i could fix this problem?

Is it related to excessive non-labeled regions?

I would appreciate any of your advice concerning this problem.

deep learning , matlab ,

Expert Answer

Neeta Dsouza answered . 2024-12-22 09:50:03

Hi,

Assigning zero class weight to unlabeled pixel will help in removing them from loss calculation during training however when the accuracy metrics are calculated after training, it will include all the pixels and thus giving random categories to unlabeled pixel (I am assuming there is more than 1 class in labeled pixels).

Instead I will recommend assigning a background category to unlabeled pixel and keeping the class weight same as labeled pixel so that network can assign proper categories to all the pixels (background pixel can also be trained). This way network will be more robust for all parts of the image. So, adding one more class named background to the previous classes may help you converge to a higher accuracy.

Not satisfied with the answer ?? ASK NOW

Recent Matlab Projects

Classification of Covid and Non-Covid Lungs CT-Scan using Deep Learning with MATLAB

Matlab simulation on Wind Energy system

Frequently Asked Questions

MATLAB offers tools for real-time AI applications, including Simulink for modeling and simulation. It can be used for developing algorithms and control systems for autonomous vehicles, robots, and other real-time AI systems.

MATLAB Online™ provides access to MATLAB® from your web browser. With MATLAB Online, your files are stored on MATLAB Drive™ and are available wherever you go. MATLAB Drive Connector synchronizes your files between your computers and MATLAB Online, providing offline access and eliminating the need to manually upload or download files. You can also run your files from the convenience of your smartphone or tablet by connecting to MathWorks® Cloud through the MATLAB Mobile™ app.

Yes, MATLAB provides tools and frameworks for deep learning, including the Deep Learning Toolbox. You can use MATLAB for tasks like building and training neural networks, image classification, and natural language processing.

MATLAB and Python are both popular choices for AI development. MATLAB is known for its ease of use in mathematical computations and its extensive toolbox for AI and machine learning. Python, on the other hand, has a vast ecosystem of libraries like TensorFlow and PyTorch. The choice depends on your preferences and project requirements.

You can find support, discussion forums, and a community of MATLAB users on the MATLAB website, Matlansolutions forums, and other AI-related online communities. Remember that MATLAB's capabilities in AI and machine learning continue to evolve, so staying updated with the latest features and resources is essential for effective AI development using MATLAB.

Without any hesitation the answer to this question is NO. The service we offer is 100% legal, legitimate and won't make you a cheater. Read and discover exactly what an essay writing service is and how when used correctly, is a valuable teaching aid and no more akin to cheating than a tutor's 'model essay' or the many published essay guides available from your local book shop. You should use the work as a reference and should not hand over the exact copy of it.

Matlabsolutions.com provides guaranteed satisfaction with a commitment to complete the work within time. Combined with our meticulous work ethics and extensive domain experience, We are the ideal partner for all your homework/assignment needs. We pledge to provide 24*7 support to dissolve all your academic doubts. We are composed of 300+ esteemed Matlab and other experts who have been empanelled after extensive research and quality check.

Matlabsolutions.com provides undivided attention to each Matlab assignment order with a methodical approach to solution. Our network span is not restricted to US, UK and Australia rather extends to countries like Singapore, Canada and UAE. Our Matlab assignment help services include Image Processing Assignments, Electrical Engineering Assignments, Matlab homework help, Matlab Research Paper help, Matlab Simulink help. Get your work done at the best price in industry.