Content based Image Retrieval (CBIR) System for leukemic diseases using MATLAB
$250-750 USD
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Veröffentlicht vor mehr als 7 Jahren
$250-750 USD
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1. I need a Content based Image Retrieval (CBIR) System for leukemic diseases (e.g. ALL, AML, CML, CLL), would love if you could create milestones and delivery times for each, but no more than three weeks (21 days) for the whole project.
2. The program shall take several images (blood cells images) A link to the images dataset will be sent later, an example image is attached.
3. The program shall use a database that has blood cells images, on adding a new image, we will enter the patients' information (first name, last name, age ,country ,city ,email address, phone number) to make a record and it shall compare the image with others in the Database, classify it, and then give the similarity.
4. for Segmentation, you should use 4 different methods:
a. K-means algorithm
b. Edge detection using histogram equalizing method and linear contrast stretching
c. Watershed transform
d. Global contrast enhancement technique (GCs) and segmentation based on HSI (Hue, Saturation, Intensity) color space.
some of those are already implemented before in other research papers.
5. for Feature extraction, you can use:
a. Texture features (such as energy, contrast, homogeneity, correlations and Hausdorff Dimension (HD)
b. Shape-based features like (major axis, minor axis, area, perimeter, standard deviation, radius, roundness)
c. Area of object, parameter of object, Fourier descriptor, and local binary pattern (LBP).
6. For classification, you can use French-American-British (FAB) classification or use the "Support Vector Machine" classification technique (Typically Euclidean distances).
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7. For the research purpose of the program, it shall give a statistical chart that shows:
a. how many persons has this disease (filtered by the last name).
b. what is the percentage of this kind of cancer in a city.
c. the average age of the patients.
8. Also the program shall send an email to the patient to inform them about the result (Leukemia type AML, ALL, CCL, CML) with brief information about the disease.
9. Use good programming practices, including indentation, commenting your code and choosing meaningful variable names to make your functions self-documenting, and make sure that your code works properly and is free of errors by utilizing the resources at your disposal.
hi, i am an electrical engineer. i have expertise in embedded system design and Matlab.i can help you with this project. Kindly reply back and let us discuss project further then i can prepare a detailed work proposal for the project. regards
sir i can help u with this project i have done masters in computer engg with specilization in image processing and pattern recognition this is a dummy bid i can give u an exact estimate after we discuss the project such as can i look at the datbase? do u have the statistics u want diplayed for city? do u nedd a gui? hopping for your kind consideration
HI
I am experinced MATLAB and machine learning developer with sevral projects completed in similar domains. Specifically I am experinced in CBIR methods, I used it in two projects- dog,cat classification, various images of 10 categories to be classified liek african, bird, elephant, historical monument etc and I was able to acheive high accuracy rate and results were compared in terms of confusion matris, precision and recall (evaluation parameters).
I used three categories of features (shape based, texture based, statstical features) and cascaded them before training.
A best solution with well commented code will be my guarntee.
I would like to hear form you for your project.
With Regards
Greetings sir, i am an expert freelancer for this job and your 100% satisfaction is assured if
you allow me to serve.
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Please sir, leave a reply ASAP, as I am waiting for your kind reply
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Any other specs?
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