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help with Mask R-CNN

$250-500 USD

Folyamatban
Kiadva ekkor: körülbelül 2 évvel ezelőtt

$250-500 USD

Teljesítéskor fizetve
FreeLance Project I ONLY want to work with someone who has successfully trained a Mask R-CNN model in python 3.6 on a Windows computer with a custom image dataset. By successfully trained, I mean that the weights produced by your training produced proper masks on those images in your test folder, those images that the model had not seen before. Especially if your image dataset was comprised of 3 or more classes of objects. Especially if those image classes were small objects. I am trying to train a Mask R-CNN model on images of microscope slides. I have 11 classes of objects, each with their own mask color, all of them soil based: bacteria, fungi, 3 kinds of protozoa, 5 kinds of nematodes, and organic matter. All slide images were taken at 400 total magnification, thus all objects are SMALL. If you have done work with Mask R-CNN, you are familiar with the model program itself. There are a couple of different versions of this program. I am using one that is the original tweaked to allow custom datasets. Most of the versions have a samples folder showing use of the model in a couple of different ways. Usually balloon and nucleus are included in this samples folder. These all have, at most, 2 classes of objects; I have 11. I have been trying to adapt these samples for my particular focus. My train image dataset has 22 images, and the valid folder has 19 images, each manually annotated using VGG/VIA. This means that each soil microorganism and all organic matter in these images has a boundary surrounding it, and a "json" file that describes all of the properties of each annotated object: class, boundary type and points, etc. The training module of my program uses this json file to tell it where the masks should be in the training dataset. I can train only the "heads" or the entire model. With just a CPU, heads takes a couple of hours, and all takes about 9 hours. I am not getting any useful masked images with my test images with either the weights from the "heads" training, nor from an "all" training. I've tried training with coco and imagenet weights. There is enough involved here, that I need to ask for ONLY those who have successfully trained a Mask R-CNN model in python 3.6 on a Windows computer with a custom image dataset to reply. I don't want to spend the time having someone get familiar with the Mask R-CNN program. I want someone familiar enough with it, to be able to look at my program to be able to identify what's wrong.
Projektazonosító: 32745559

A projektről

13 ajánlat
Távolról teljesíthető projekt
Aktiválva: 2 évvel ezelőtt

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Neki odaítélve:
Felhasználó avatár
Hi, Sir. I can do your project immediately and perfectly as I am an expert in Python Deep Learning. [login to view URL] I have just done Mask R-CNN project for flourescent microscopy image of nuclei. Please contact me, and I will do it soon. Thanks.
$250 USD 3 napon belül
5,0 (2 értékelés)
3,0
3,0
13 szabadúszó adott átlagosan $467 USD összegű árajánlatot erre a munkára
Felhasználó avatár
Hello, After reading the project details it looks like a good fit with my expertise. I completed Master's of Data Science and Bachelor's of Computer Science
$500 USD 7 napon belül
5,0 (24 értékelés)
6,2
6,2
Felhasználó avatár
Hi, I am Ibrahim, and I am a data scientist, I have experience in R-CNN, and biodata. I also am an expert in Tensorflow, and Python, please share your requirements. Regards, Ibrahim Anjum
$350 USD 3 napon belül
5,0 (79 értékelés)
6,1
6,1
Felhasználó avatár
Hi, I hope you are doing fine. I have almost 10 years of experience in machine learning algorithms. I can implement various types of artificial intelligence algorithms including yours with Matlab, Python and etc. I have PhD from Tohoku University and have several journal publications on the subjects. You can see portfolio for my previous projects. I read about your project and am interested in working with you. Please send me a message so that we can discuss more. Best regards.
$500 USD 7 napon belül
4,9 (20 értékelés)
5,2
5,2
Felhasználó avatár
Greetings. I checked your Machine Learning and Datamining project requirements. Your work is one of the tasks that can be done very perfectly by us. I will work within your budget, Within your deadline. We are good in Supervised Learning Technologies like Classification, Logistic Regression, kNN , Naïve Bayes , Support Vector Machines , Feature Selection and etc. I am also good in unsupervised learning technologies like Clustering (k-means, hierarchical, etc.) PCA , Decision Trees , Random Forests , Bagging , Boosting and ways ensembles work and etc
$250 USD 2 napon belül
4,5 (24 értékelés)
5,2
5,2
Felhasználó avatár
Hi, I have +5 years of experience dealing with machine learning algorithms and worked on multiple projects in this field, I absolutely can do your project as you like. Please contact me to discuss more. Have a nice day
$375 USD 7 napon belül
5,0 (11 értékelés)
4,1
4,1
Felhasználó avatár
Hello, sir! I have read your requirement and I noticed that I am appropriate to this project. As a skillful software developer, I have rich experience with image processing using Mask R-CNN model. I promise I will finish this project with high quality on time. I hope you to contact me so that we have a full discuss with the project. Best regard!
$500 USD 3 napon belül
5,0 (2 értékelés)
2,1
2,1
Felhasználó avatár
I am a PhD in Operations Research with 12 years of experience in developing and deploying Statistical Solutions for various organisations and institutions using R and Python. I have deep expertise in the area of Statistical modelling. Currently I am working as a Lead AI Scientist in a top tier US MNC company where these types of Statistical modelling are my daily job profile. Please refer to my previous work in Freelancer and also search me on Google Scholar to know more about my expertise.
$750 USD 2 napon belül
5,0 (1 értékelés)
1,5
1,5
Felhasználó avatár
Hello, I have read out your requirements that you need a new website. My work ethic is to carry out your work as I would like it completed myself to my own high and exacting standards. I pay great attention to detail and when hiring me for your projects you are assured a reliable, quality service. I place great importance on making myself available for communication and understand the peace of mind you will receive from discussing in detail all aspects of your work; this in turn guarantees that your brief is effectively met and that your project is delivered within a mutually agreeable time scale. Skills - CSS,HTML,BOOTSTRAP,REAT NATIVE,PHP,CODEIGNITOR,CAKE PHP,NODE.JS,WORDPRESS,LARAVEL,ANGULAR Regards, Anjali
$500 USD 7 napon belül
0,0 (0 értékelés)
0,0
0,0

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UNITED STATES zászlója
Stayton, United States
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Tagság kezdete: jan. 26, 2022

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