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Software to extract crop rows and gaps detection

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).

Keahlian: Geographical Information System (GIS), Machine Learning (ML), Neural Networks, Pengembangan Perangkat Lunak

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Tentang Pemberi kerja:
( 0 ulasan ) Piracicaba, Brazil

ID Proyek: #18507468

Diberikan kepada:

anashcisoft

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 mo Lebih banyak

$2500 USD dalam 35 hari
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6.8

65 freelancer menawar dengan rata-rata $2409 untuk pekerjaan ini

arhamsoftltd

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 Lebih banyak

$6000 USD dalam 60 hari
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widadsaghir1993

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 Lebih banyak

$2500 USD dalam 30 hari
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dinhfreedom

-Interested Job. Pro Image Processing & Object tracking & Machine Learning expert. Best result in time----- [login to view URL] I read your description very carefully. I am very interesting for your project because I have Lebih banyak

$1500 USD dalam 5 hari
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skfaroo123

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 Compute Lebih banyak

$2500 USD dalam 30 hari
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williams115

-Professional Machine Learning, Python, Image processing & Object detection expert ! Best Result in Time!------- Hello sir. I've really rich experience for your project, so your project is very interesting to me. I' Lebih banyak

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schoudhary1553

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. Lebih banyak

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Jamoh1

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. Lebih banyak

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Yangzayang

Hi, How are you.. I'm very interested in your job. I am an expert of machine learning, image processing who has 10+years experience such as object detection and classification based on Machine Learning/AI and DNN. Lebih banyak

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ltiosk

Hi I am an expert of deep learning/image processing. I can detect any shape of planting areas with image recognition and detection. I can crop area you are interested with Mask RCNN. For this I wish many images f Lebih banyak

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akshayloya55

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 simil Lebih banyak

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muller1998926

Hi, there! I am interested in your project. I have extensive experience in image processing and computer vision such as object detection, image recognition, image classification, pattern recognition and matching, rea Lebih banyak

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vorasiddh4it

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Pingduoduo

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dungforever

How are you, Dear sir/madam? It's very worthwhile chance for me to let you know my skills and proposal about this project. I am an honest developer who have rich experiences in Image Processing in C. I have just Lebih banyak

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newstar85

Hello, Sir I saw your Project Description and your example images. I think that you need the window application. I hope that you explain me about "Charts and tables with percentage of gaps classified by size and d Lebih banyak

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liangjongai

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 Lebih banyak

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statAnalysis

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 g Lebih banyak

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nodinh325

Hi, I am an expert in Image processing and Machine learning. I am very familiar with extract crop rows and gaps detection in UAV images. I can do your project perfectly. Waiting for your response. Thanks.

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alexhong

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cindcoder

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