Κλειστό

Determine best approach for detecting and segmenting TVs/Screens

I am working on a small project in which I am interested in providing users with some additional information about the program being displayed on TV (e.g. extra info about the cast of a movie, show schedules, etc.)

My first task is to, based on a recording of the TV/Screen made with a smart phone, detect the screen and segment it (to later feed a classifier with the frames of the TV show). I need help on this task. I know there are algorithms like Mask R-CNN that can segment some things like people/cars/etc. but I need a custom model to do so JUST for screens/TV/monitor.

The solution can rely on deeplearning/basic image manipulation/whatever but the resulting precision should be high (see images attached).

I am basically looking for advice on this task.

Additional information:

- The resolution of the image will be high (1080p)

- The TV/Screen/monitor can be safely assume to ALWAYS be in the middle of the image (or, in other words, the central pixel will always belong to Screen/TV/monitor region)

- As frames will be taken out of a video, results can be double-checked with other frames from the same video

- Algorithm cannot rely on frames changing too much from one another (that is, do not assume the TV/screen/monitor can be detected by simply detecting WHAT has changed from one frame to the next or from the beginning of the video to the end).

Ικανότητες: Image Processing, Μάθηση μηχανής

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Σχετικά με τον Εργοδότη:
( 0 αξιολογήσεις ) Murcia, Spain

Ταυτότητα Εργασίας: #17852371

6 freelancers κάνουν προσφορές κατά μέσο όρο €40 για αυτή τη δουλειά

dinhfreedom

Hello, there, I am very happy to put my bid on your project. I am an expert of computer vision and senior software developer, so I am interested in and confident to do this project. I hope to discuss everything of t Περισσότερα

€50 EUR σε 1 μέρα
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davidngo817

Hello, dear! I am interested in your project. I have extensive experience in image processing and computer vision such as feature extraction, segmentation, classification, object detection, image recognition, real ti Περισσότερα

€23 EUR σε 1 μέρα
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€39 EUR σε 1 μέρα
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CROlakiluk

Quite interesting project! I have a few considerations: 1. we could* use pre-trained models like Mask R-CNN or YOLO that would be trained on custom dataset. 2. however, they are all trained on much smaller image d Περισσότερα

€50 EUR σε 10 μέρες
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1.8
Quynh312

Hello sir. As a machine learning and image processing expert, i'm glad to see your project. If you check my profile you can see i have deep knowledge in image processing and good skills in opencv. If you give me you Περισσότερα

€50 EUR σε 1 μέρα
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expertworld1

I’m excited to share with you the proposal ,  I am an expert in project you mentioned , Imagination and creativity can change the world . I guarantee you to submit the work within timeline and as per your expectation Περισσότερα

€29 EUR σε 1 μέρα
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