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Image processing -- detecting & counting birds in aerial photos

I am a wildlife biologist working on a project to survey birds using cameras.

We took thousands of high-quality aerial images of flocks of (large) birds on water. In most images, the birds are VERY easy to detect by eye and, I THINK, would be very easy to isolate and detect by computer program. I mostly use R, and R is not great for this type of project and I don't have time to learn other software. A past employee with moderate coding experience largely already did this in matlab, but retired before he could fix some glitches. However, I'd like a program that I can run without the use of an expensive program like matlab.

For the current year, we have about 12,000 photos. And we will re-do this survey every year. So, Ultimately, I'd like a final product that is fairly easy to run by almost anyone with some coding/computing skills. There are several species in the images and if remotely possible, it would be nice if the program could try to sort them. For instance, if it could give you a likelihood that item x is a bird and the likelihood that it is species x vs. y.

I included a photo of a flock of birds on water from the project.

There are a few other issues -- but I don't think they would be very difficult. For example, some photos are over land, not water, and can be thrown out. There are other "items" in the pictures like rocks, garbage, other wildlife (e.g. seals), and the program would need to not count these.

Let me know if you think this is possible!

Beceriler: OpenCV, Python, Yazılım Mimarisi

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İşveren Hakkında:
( 0 değerlendirme ) United States

Proje NO: #16063526

Bu iş için 23 freelancer ortalamada $2365 teklif veriyor

fleetways

Thank you for looking at our bid. Ideally we would like try few things before accepting the project - As you have already noted, different logic & approximation (background removal, contour highlighting, separating th Daha Fazla

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(60 Değerlendirme)
7.6
super2lao

Hi, Dear Employer! How are you? I am really interested in your project. I am going to use the OpenCV for image processing. I have experience detecting and counting devices in the integrated circuit using OpenCV. Daha Fazla

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(84 Değerlendirme)
7.4
masterlancer999

Hi I read your project description and I found you are looking for me. Your problem will be resolved by me using OpenCV library and others . I am experienced enough in detecting object from image using deep learning. F Daha Fazla

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(62 Değerlendirme)
7.2
shadabkhan92

https://www.freelancer.com/projects/Python/Qualitative-Comparative-Study-Face-13933384/ Done the similar jobs worked in Adobe etc. We are experts in Python, Image processing, face, speech recognition. Linux, PHP, Soft Daha Fazla

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(31 Değerlendirme)
6.4
skfaroo123

Hi I am very interested in your project. I have strong experiences in Image Processing. I am looking forward to discussing your project. Best Regards.

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(21 Değerlendirme)
6.2
MrtDolphin

HI. This is an image processing team in Australia. We can build your birds detecting and counting software perfectly. Please check my profile and the following links to see about us. [login to view URL] orbitsdk.c Daha Fazla

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(15 Değerlendirme)
6.2
Piao217

I am an MSc majored in mathematics. (Probability and Statistics in detail) I have 3+ years experience in math teaching and several papers published. Just consultation is also welcome. Master of Mathematics Algori Daha Fazla

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(26 Değerlendirme)
6.3
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(31 Değerlendirme)
6.0
schoudhary1553

Greeting, I have understood your Image processing -- detecting & counting birds in aerial photos task and can do it with your 100% satisfaction. Please ping me for more discussion. I have more than 5 years of ex Daha Fazla

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(26 Değerlendirme)
5.4
kongxiangjia

******* Full Time Mobile and Back-end developer for 7 years. ****** Dear I've read your description carefully and get to know that you need to make mobile apps. I have rich experience in this fields. Please sen Daha Fazla

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(3 Değerlendirme)
5.2
davidngo817

I am very interested in your project. I have extensive experience in image and video processing such as object detection, and counting, real time tracking, face detection and recognition, strange detection, feature ex Daha Fazla

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5.2
earthat

HI I am experienced developer in computer vision and worked on classification projects. Your project can be categorized in two parts: 1. Bird classification from other objects in image 2. Analyzing the species o Daha Fazla

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5.4
engmalaa

A proposal has not yet been provided

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(38 Değerlendirme)
5.2
itwonder1

Hello sir I am expert of image processing. I checked your image and understand work so should i detect and count birds in that image? can you send more images for testing? i have full experience of matlab and ope Daha Fazla

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5.0
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(29 Değerlendirme)
4.8
darshring

Nice Project! I read your project description carefully and I am very interested in your project. I am a Signal Processing Expert and I have rich experiences in audio&image processing. I usually use FFMEG library Daha Fazla

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4.7
shivampanchal

I have a good hand on working with Advanced Excel, R and Python. I have quite a good knowledge of deep learning Algorithm and ML algos, have also developed dashboards and Web Application and BI tools. I understand t Daha Fazla

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5.3
TellezMiotta

Hi! My name is Fernando Téllez. I am a senior year student of electrical engineering at Universidad Simón Bolívar (USB), one of the most prestigious universities in my country (Ranked 34° at the QS University Rankings: Daha Fazla

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4.6
edison4mobile

Hi dear, I've just checked your requirements. I am very interested in that sort of thing and have a lot of experiences of the field like that. If you hire me, I will be able to finish your project earlier ahead the a Daha Fazla

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3.9
nodinh325

Hi, I am an professional in Image processing. I have good experience in detection of bird. I can do this project perfectly. Thanks.

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(12 Değerlendirme)
4.1