Real-time defect identification of products on a conveyor belt

Identifying defects in objects on a conveyor belt in real-time can be a complex operation but thanks to new computer vision algorithms it is becoming increasingly feasible.

I made a prototype to identify plastic bottle defects with custom object detection and object tracking to demonstrate how to apply this in a real field to help companies.

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#computervision #defectdetection #deeplearning

[romuloprieto]

My group is currently considering fault detection using CV, and to keep track of the process by sending the data to a web page, using bottles sounds like a great option, thanks for the ideas!

[umairyounas]

Thank you for this brief video. Can you please share the detail and specs of the high speed camera used in this project and how many bottles scanned / captured in one secon. Did you just measure the sides length of the label or you also performed the text recognition or color detection etc as well ?

[HA-mrwn]

I am looking for blister inspection in pharma industry.
The feature we looking to inspect like
1. Empty blister
2. Double tablet in one cavity
3.wrong or mixed tablet
4.broken tablet
5.to identify and distinguish between same colour of capsule and its blister backgrounds.

[jorgebarge]

Thank you for your amazing tutotrial video .Wath software do you use to do this

[sharanyar]

Hi, can you please share your thoughts on identifying drift in image dataset? Eg - changes in lighting, focus, angle and other useful properties between 2 image datasets. Thanks.

[erikdahl]

Thank you for a great tutorial! Do you need a set of images with defects to train your models? How many examples of every defect do you approximately need to build a robust model in your opinion?

[jacamilelouwiei.]

i hope next video is about region of interest in live capture

[jihadabdurrahman]

Sangat membantu luarbiasa, saya memiliki tugas akhir yang menjadi syarat kelulusan tingkat diploma III elektronika industri, dan saya sangat membutuhkan ilmu ini karna sesuai dengan penelitian dan alat yang sedang saya buat, jika berkenan bisakah anda membuatkan video setiap metode deteksi yang digunakan dalam sistem ini, terimakasih banyak sudah sangan membantu

[joaobarreira]

Hi,

I am developing a system that detects if the object is damaged.
This detection is done in an uncontrolled environment, by which I mean under different weather conditions, scales and rotations.

As we have little data, and we probably won't be able to obtain more, I'm thinking about using "feature matching" since it's likely that Yolo and similar techniques won't be robust.

Have you tried using "feature matching"?

[vymbewk]

Think you for this nice tutorial . Can you share me your dataset?

[christinapmalliou]

Is this included on your RCNN or your Computer Vision courses?

[JonathanRamirez-bykc]

Hello,

Which videos from your uploads can I watch in order to build something like this. I have a project for school and I would like to implement an automated QA control. These things are not taught at my college. Your help will be greatly appreciated.

[hemachandhers]

i want the source video of bottle without detection can you provide me the link please

[clydearellano]

Good day to you sir, i have a capstone project that detects egg size, the problem is that its android base so i have to build an opencv sdk with contrib modules. The problem is that my laptop cannot perform to build the sdk. Can you help me with this?

[yusufismailalrazaz]

Thank you, sir, for the excellent video.
May I know how much is the cost required to develop this program?

[montsersabri]

Thank you for the inf🌹
Can i get code source and dataset

[hushamibadi]

Hi dear,
I've been watching ur tutorials on object detection .. however I'm working on such project where need to send opencv output video to web browser.

Knowing that i do not want to use flask or any network related tool. I need simply the video to appear on my local host webpage .

I tried using some thing like ffmpeg but couldn't link it with opencv output.

I hope u can help me in that .

Best wishes

[hhhh-vczt]

Thanks very much.I have a question -- How to detect the Water level?

[FarahDarwish-uiho]

where can i find this video and dataset ?