DETECTRON2 Custom Object Detection, Custom Instance Segmentation: Part 1 (Develop Custom Dataset)

[@TheCodingBug]

► My Other Tutorials: Detectron2 on Colab kzbin.info/www/bejne/mJvEqmqciZ5mars Instance Segmentation as Rendering kzbin.info/www/bejne/nZ-7nXhvd7RjotE Detectron2 Complete Tutorial kzbin.info/www/bejne/hpOWoKN7e7Vsarc Colorize Black and White Images and Videos using Python OpenCV kzbin.info/www/bejne/e4u6eXSaZa57Z68 Build and Install OpenCV 4.5.1 With CUDA GPU Support on Windows 10 kzbin.info/www/bejne/j6TQmX6Xp52ihcU Face Detection Using OpenCV Python with CUDA GPU Acceleration kzbin.info/www/bejne/fYnGqmp6npair9U YOLOv4 On Android Using TFLite kzbin.info/www/bejne/j6ukm3SJa7SmbsU Install TensorFlow GPU Under 90 Seconds kzbin.info/www/bejne/qqCtlmuQl6ube8U Install PyTorch GPU Under 90 Seconds kzbin.info/www/bejne/qJKlnJuLpMqCftU Custom YOLOv4 Object Detection with TensorFlow and TFLite kzbin.info/www/bejne/rKu3dH2DZp2opa8 Darknet YOLOv4 Custom Object Detection: Part 2 (Training YOLOv4 Darknet) kzbin.info/www/bejne/Y3-oc2iGYrh_n5I Darknet YOLOv4 Custom Object Detection: Part 1 (Preparing Custom Dataset) kzbin.info/www/bejne/qXynqqaEqdObgJY YOLOv4 Object Detection with TensorFlow, TFLite and TensorRT kzbin.info/www/bejne/qnTQdGqkrst9ppo Darknet YOLOv4 Object Detection for Windows 10 on Images, Videos, and Webcams kzbin.info/www/bejne/fHaVeHWbgNqkpsU Real Time Object Detection on Webcam and Videos Using OpenCV With YOLOv3 and YOLOv4 | Windows Linux kzbin.info/www/bejne/fJvcd2NpqsaqqaM Build and Install OpenCV 4.4.0 with CUDA (GPU) Support on Windows 10 kzbin.info/www/bejne/qpu7nIpmYpmag6c Install TensorFlow GPU and PyTorch with CUDA on Windows 10 Anaconda | CUDA 10.1 cuDNN 7.6 kzbin.info/www/bejne/hp26aq13nJmWrpo Real-time Multiple Object Tracking with YOLOv4 TensorFlow and Deep Sort | Linux, Windows kzbin.info/www/bejne/fZLKenxrhaaYgck

[@coder5199]

Hi thanks for this video. There are TONS of YT vids on Detectron2 on object detection and instance segmentation but NONE on semantic segmentation for custom datasets. Can you be the one that fill the gap?

[@bahubalipatil9432]

how can we get approx size of the object cm from mask? or is there any way to do it? can it be done while labelling the images if yes then how?

[@TheCodingBug]

It'd be easier to calculate if we have any reference object in the scene (let's say a coin), whose size we already know. And using that as a reference, we can calculate sizes of other objects. But all the objects should be on the same plane as we are not factoring in the depth information (objects away from the camera appear smaller than objects closer to camera).

[@abheeshtamn6027]

why does test dataset need json file? cant i use some random images without annotations? if test data also needs annotations, then what is the point of doing all this?

[@damubadminton]

Humble question from here: if i am not using labelme how should i do?

[@TheCodingBug]

What are you using?

[@rzoo1531]

is it possible to add more classes of objects to be detected using detectron2? how to apply it?

[@TheCodingBug]

Yes. I have done one class in this tutorial. You can annotate and train on multiple classes too.

[@muddassarjilani4637]

excellent video series

[@saltanatkhalyk3397]

thank you very much.

[@franciscoalberto4774]

Hello, once you have the detectron2 model, can you paint only the objects that are whole?

[@muddassarjilani4637]

excellent video series, how to deploy instance segmentation model

[@arshadshah114]

Can we read the text from the number plate ? and store it in a file.

[@TheCodingBug]

Yes. Use tesseract to get text from bounding box and then you can store it in the file

[@arshadshah114]

Thank you very much for the reply can you make a video on it ? or if you have any video so please give the link of the video it will be a great help I am a beginner so that's why I need it.

[@nguyentranminhtan.1999]

amazing god job (y)

[@boppadapusaiteja8074]

so many exceptions are raising with the simple_image_downloading example: