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Software to extract crop rows and gaps detection

$1500-3000 USD

In Progress
Posted over 5 years ago

$1500-3000 USD

Paid on delivery
Desktop application to automatically extract planting gaps (failures) in sugarcane fields during the initial growth stages of crop using UAV images (RGB). The application must extract and export the crop rows and the lines with the gaps. In areas with planting gaps, the lines need to be connected. In images, the crop rows can be curved or straight. Requirements: Application must run under license validity check (online). Minimum OS version: Windows 7. Features: Inputs: • Image • Image date • Agricultural Parcels with ID • Harvest year • two logos for layout Image processing: • Select image path • Fill parameters form to start processing • Run process with a progress bar Outputs: • Browse to save the extracted crop rows (as shapefile) • Browse to save the shapefile with the lines gaps Minimum overall accuracy expected: • 90% in the detection of gaps calculated from the provided images Results: • There must be generated a report with: ◦ Visualization of the original image, the planting lines and the gap marks. ◦ Charts and tables with percentage of gaps classified by size and description of the agricultural parcel analyzed ◦ Chart with the space between the parallel lines ◦ The report should follow the model available in the document "report [login to view URL]" • The report must be exported to PDF Observations: • The desktop application will be delivered in English, with the possibility of translating to other languages (support to Internalization via config files) • Usually, the images have about 3 cm of spatial resolution (pixel size). It can be resampled to 10 cm to improve processing time. • The information presented in the sample layout is for impersonation only. This information can be arranged responsively according to the size of the agricultural parcels. • The images that will be processed are very large (GeoTiff format).
Project ID: 18507468

About the project

42 proposals
Remote project
Active 5 yrs ago

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Hello, thank you for the detailed requirements and the clear samples. In general it is clear, I have one question please, what is the meaning of red points in the "Sample [login to view URL]"? Regarding my experience I have more than 10 years experience in machine learning, data mining, image processing, and other AI related fields and can do this project in a perfect way. Regards
$2,500 USD in 35 days
4.9 (51 reviews)
7.3
7.3
42 freelancers are bidding on average $2,577 USD for this job
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Hi, I can develop the desktop version for extracting and finding gaps in planting for sugar cane fields. For several years, I have worked with complex ML/AI projects with machine learning algorithms such as neural networks, convolution neural networks, decision tree, embedding features, prediction, a recommending system, classification, clustering, etc. Especially I am having enough experience in deep neural networks. I am familiar with related libraries and frameworks such as Tensorflow, Keras, Theano, Torch Scipy, Scikit-learn. and I am skilled in Python, R, Lua, Go etc. So this kind project is very familiar to me and I am feeling a strong confidence in this area. Note: This is a tentative bid and the project involves R&D as well, final time frame and cost can be given after the requirements are locked. Looking forward to your response. Regards, FA
$6,000 USD in 60 days
5.0 (12 reviews)
7.6
7.6
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Thank you for your job posting. If you check my profile, you can see I have deep knowledge in image processing and computer vision. In fact I have finished many projects in image processing, computer vision, pattern recognition, object detection and tracking and so on. I think your project also needs image processing with opencv with GUI. Since I have deep knowledge in image processing and have good skills of python and opencv with python GUI, I think I can help you well. If you are online, please contact me.I'm ready for your project and can start your project soon. I will wait for you with your good news. Regards
$2,500 USD in 30 days
5.0 (67 reviews)
6.9
6.9
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Hi, I'm GIS Professional from India. Im founder of GISKernel and I'm master in GIS. I understand you'll need unsupervised classification here there are many python libraries which can automate it. We are doing similar task for one of our client in Australia. I believe we are right fit for you currently. Looking forward to work with you. Regards, Akshay
$2,777 USD in 20 days
5.0 (25 reviews)
6.9
6.9
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Hello, I have gone through your job posting and become very much interested to work with you. I am an expert in this field. I have already completed several projects like this. For evidence you can see my profile. Please visit : https://www.freelancer.com/u/schoudhary1553 I have excellent command over English. I am a hard worker, productive and worthy of your attention I hope, I would be the right candidate for this post. Awaiting an affirmative response from you. Kinds Regards, Sandeep
$2,500 USD in 30 days
5.0 (27 reviews)
6.0
6.0
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Dear client, Thanks a lot for taking your precious time to read my message. After browsing your job description, I am very interested in your project and I believe I’m qualified for the task. Regarding Computer vision , I have +10 years in this field and have worked on many successful image processing projects in the past. If you are looking for a highly skilled and rich experienced expert with a deep knowledge, a professional attitude, excellent communication skills and the highest code quality, then I'm the person you are looking for. I'd like to talk more about this. If given a chance, I am highly confident in my ability to deliver the highest quality. I am confident that my involvement in your project will bring it to a successful launch, on time and within budget. I look forward to hearing from you. Kind Regards
$2,500 USD in 30 days
4.6 (20 reviews)
6.1
6.1
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I. Image Restoration-Radiometric and geometric calculations and calibration of the images is done II. Image Enhancement- This is where Basically image sharpening and filtering of the restored UAV images are done III. Image Transformations-This is where Projections and transformation of UAV images are calibrated IV. Fourier Analysis- signal/image decomposition technique that is applied to describe the underlying structure of an UAV image as a combination of simpler elements. V. Hard Classifiers- Classification based on a hard decision about the identity of each pixel of UAV images. VI. Soft Classifiers/ Mixture Analysis- expressing the degree to which a pixel belongs to each of the classes being considered in UAV images VII. Segmentation-This is where SEGTRAIN and SEGCLASS modules of The classified UAV image are carried out. VIII. Vectorization-This is where the UAV classified segments are geometrically converted into spartially vector formats
$2,500 USD in 15 days
4.8 (2 reviews)
5.3
5.3
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Hello There, I read the description that we need to create Desktop application for Windows 7 & upper version, which can extract and export the crop rows and the lines with the gaps in UAV images in sugarcane fields. We have created few desktop application in past for Windows, please answer some questions below to discuss the project ; 1. Do you have preference for any technology stack to use for this application, we can suggest you best possible Technology stack . 2. How many screens will be there in application for each stage of image processing, outputs & results? 3. Will you provide design for application or we need to work on design as well? 4. Image Processing : Kindly let me know parameter will be submitted by user for image processing 5. Results : I saw the images shared by you for expected result, Can you please elaborate the images more via discussion 6. Let me know more about what is agricultural parcel ? Please open chatbox, so that we can discuss more on requirements. About Us : We are well established, ISO CERTIFIED IT COMPANY, which offers Ecommerce/ web/software/mobile apps development services. Would appreciate if you can let me know best time to have a detailed discussion with you on your project. regards, Abhishek
$4,000 USD in 35 days
4.9 (3 reviews)
4.5
4.5
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Dear customer, I would love to deliver the following features: (1) Server to do computer vision and generation of reports (2) Client to access the service from any operating system with a modern browser This gives to the possibility to bill your customer once per month or once per use. Further you have no cost to handle support, because for a web based solution no installation happens. So you have no need to support installation issues. This project is a perfect match for my skills. * 5+ years of experience in the field of computer vision (medical image analysis) * 3 years of experience with data visualization * 10+ years of experience delivering web based solutions (client and server) Please let me know, if you have any questions. Best regards, Joerg.
$3,000 USD in 60 days
4.8 (5 reviews)
3.5
3.5
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Hello, sir I am GIS expert. I have a detail look to your project, I have a great skill in python and ArcGIS. I'm sure I can complete your project. My price and period is negotiable. We can discuss the details via chat. Employee’s satisfy is my happiness ! Thanks.
$3,000 USD in 13 days
5.0 (5 reviews)
3.5
3.5
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Hi, how are you I am a senior mobile app and website developer who has 7+years experience. I have great interest to your job as I have so many experiences in building large scaled mobile applications. I'm GIS and Image processing expert and have much experience on deep learning As a highly skilled and talented developer, I am sure I can deliver high quality product to you. Here are my working style - Communication is first, My timezone is as flexible as you want. - Best user experience - Keep pixel perfect design. - Quality of Code is guaranteed. (Robust and bug-free, adopt design patterns) - Bug & issue track using Github, Bitbucket and so on. You will save your time and money when you hire me and will be happy with my result. I wish we can talk further more on live chat. Looking forward to hear from you. Thank you.
$2,500 USD in 30 days
5.0 (1 review)
3.1
3.1
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Hello, I have rich experience in Python, C++, OpenCV, Image processing, Machine Learning I think these skills are main for your project. I am a C++, JAVA,Python, C#, Delphi developer with 7 years of software development experience. I look forward to working with you soon.
$1,500 USD in 12 days
5.0 (2 reviews)
2.6
2.6
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Hello sir My name is Anas I have extensive experience in GIS and data analysis, data base, remote Sensing and writing research. I am happy to contact you regarding your work and understand more details
$2,666 USD in 15 days
5.0 (1 review)
2.3
2.3
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Greetings, We have read the project description and understand the nature of work. Well versed with cartography, GIS, RS, Google maps API and other mapping requirements. Best Regards
$3,000 USD in 30 days
4.0 (3 reviews)
2.2
2.2
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Hi, this is Vijay. I worked on various projects related to image processing and computer vision. I have the ability to work on complex project and I’m assuring you i will complete it. You can go through my profile to check my previous projects.
$3,000 USD in 90 days
4.0 (1 review)
1.8
1.8
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Hi,dear. I am very interested in your project - 'Software to extract crop rows and gaps detection'. I've already done this kind of project before. I'm a professional programmer with 12 years of experience. If you award me, I'll implement all of your requirements in a short time. Skills: Cartography & Maps, Geographical Information System (GIS), Image Processing, Python, Software Development
$2,500 USD in 13 days
0.0 (0 reviews)
0.0
0.0
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Hi,dear! I am quite interested in your project - 'Software to extract crop rows and gaps detection'. :) I am a skillful software developer who has rich experience in this field. If you contact me, you and I will be happy. Thank you in advance. Skills: Cartography & Maps, Geographical Information System (GIS), Image Processing, Python, Software Development
$2,500 USD in 13 days
0.0 (0 reviews)
0.0
0.0
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I am a Software Engineer. I graduated from one of top the universities in Turkey. Middle East Technical University. I am working 10 years in the software design Industry in one of the biggest defence companies in Turkey. I recommend myself as I am highly experienced in this field because I have created projects more than 100 pieces of high tech software projects, firmware and prototype. I can code your application in c# language as a GUI for a windows application that you need.
$3,000 USD in 30 days
0.0 (0 reviews)
0.0
0.0
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Dear client, Me & my team can do this job in the needed time also we are an expert in providing best solutions in the minimum price. This is possible by the process we follow. Give us a try and have a chat with us. We believe in maintaining long term relations and our journey so far is very good with strong connection with our clients. We are people of our values. We would like to express our interest in developing your project so kindly divulge more details regarding the same and have an in-depth discussion with us so that we may quickly develop the best possible understanding and move ahead with the development of your project. We are pretty sure we can provide you with all solutions under one roof, get back to us and let us know if you think we can collaborate. Looking forward to a healthy collaboration. Thank you for your time, Diwakar (Team Group Business)
$3,000 USD in 30 days
0.0 (0 reviews)
0.0
0.0
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This seems like a very interesting project. I propose the following overall approach: 1. A week of prototyping for the image processing (both the generation of the new image and the data extraction). In order to make this as quick as possible, I'd suggest we use python for this portion which will give easy access to opencv, reportlab (pdf generation with charts), geos (for shapefile generation), and tensorflow (if we decide to use a machine learning approach). Once we have the output we're both comfortable with, we can move to turning it into a product. I have a couple of ideas here, I'll send them in a message (I tried out a concept really quickly with the image you sent to make sure the concept is legit) 2. A few days (3-5) to decide on whether to continue with python (there is a way to bundle python and dependencies in a windows executable, I know the steps but have not done it). I'd prefer this approach as it will make things like cross-platform in the future easier, moving to a web-based(SAAS) solution, as well as internationalization. If this doesn't work or you are not comfortable with it, we would spend the time verifying we have all the pieces above (geos, opencv and the ML stuff I'm familiar with C/C++ alternatives available for windows but not so for pdf generation and internationalization (they exist, I'm just not familiar with them) 3. Another week to turn the work in step 1 into what we've decided in step 2 4. A few days (3-5) for integration test
$1,666 USD in 25 days
0.0 (0 reviews)
0.0
0.0
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Hi there, we are a team of professional software developers and can deliver very high quality product in minimum time. We can also implement a polygon selection tool where user can draw agricultural fields polygon over the image before processing (like google earth poly tool), that way it's possible to select part of the image and limit the processing area to a desired field. Kind regards.
$2,400 USD in 30 days
0.0 (0 reviews)
0.0
0.0

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Flag of BRAZIL
Piracicaba, Brazil
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Member since Jan 11, 2019

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