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help with Mask R-CNN

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.

Kĩ năng: Python, Kiến trúc phần mềm, Machine Learning (ML)

About the Client:
( 0 nhận xét ) Stayton, United States

ID dự án: #32745559

Được trao cho:

vadimdamka

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 flour Thêm

$250 USD trong 3 ngày
(2 Đánh Giá)
3.0

13 freelancer chào giá trung bình$467 cho công việc này

datascientist90

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 trong 7 ngày
(24 Nhận xét)
6.2
ibrahimanjum330

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 trong 3 ngày
(79 Nhận xét)
6.1
vorasiddh4it

I have read project requirements. I am managing director of software company and I have team for development so we can complete it perfectly. I am from India GMT +5:30 and I am available from 8:00 AM to 11:00 PM. We Thêm

$500 USD trong 7 ngày
(16 Nhận xét)
5.2
sajjadtaghvaeifr

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 hav Thêm

$500 USD trong 7 ngày
(20 Nhận xét)
5.2
fastlabindia

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 Thêm

$250 USD trong 2 ngày
(24 Nhận xét)
5.2
datacode0023

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 trong 7 ngày
(11 Nhận xét)
4.1
umarafzaal94

I have trained Mask R-CNN for detection of seven types of strawberry diseases [[login to view URL]]. It was my research work for a Masters degree. I completely understand what you need. Lets conne Thêm

$299 USD trong 14 ngày
(1 Nhận xét)
2.8
andylawsonstatz

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 fini Thêm

$500 USD trong 3 ngày
(2 Nhận xét)
2.1
soumojit86

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 Statis Thêm

$750 USD trong 2 ngày
(1 Nhận xét)
1.5
Oakbells

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 deta Thêm

$500 USD trong 7 ngày
(0 Nhận xét)
0.0
MLandIoTexpert

Hi, I am an IoT and Machine learning expert and I can make ML/DL/AI/Computer Vision algorithm, upload to server, make web app, make software etc. I am experienced with Python, Tensorflow, Keras, Pytorch, Numpy, Panda Thêm

$750 USD trong 7 ngày
(0 Nhận xét)
0.0
alexma9

Hello, We would be happy to help you as we are experts in Python and ML. When would it be a good time to discuss this project? You can check our portfolio and reviews here: [login to view URL] Thêm

$550 USD trong 10 ngày
(0 Nhận xét)
0.0