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YOLOv3 from Scratch

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Aladdin Persson

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How to implement YOLOv3 from scratch using Pytorch.

If you prefer to read instead of watch there is also a written article:
  / yolov3implementationwithtrainingsetup...  

In this video we'll:
✔ Recap of YOLO
✔ YOLOv1 vs YOLOv3 differences
✔ Implementing the architecture
✔ Dataset loading of MSCOCO and Pascal VOC
✔ Loss function
✔ Setting up training

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✨ Free Resources that are great:
NLP: https://web.stanford.edu/class/cs224n/
CV: http://cs231n.stanford.edu/
Deployment: https://fullstackdeeplearning.com/
FastAI: https://www.fast.ai/

My Deep Learning Setup and Recording Setup:
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GitHub Repository:
https://github.com/aladdinpersson/Mac...

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Original paper:
https://arxiv.org/abs/1804.02767

GitHub Repository:
https://github.com/aladdinpersson/Mac...

YOLOv3 repository:
https://bit.ly/3pIIXT8

⌚ Timestamps:
0:00 Introduction
0:50 Recap of YOLO
6:10 YOLOv3 vs YOLOv1
14:25 Model implementation
47:20 Dataset class
1:14:30 Loss implementation
1:29:07 Config file
1:34:24 Training
1:51:05 Ending

posted by lilo10182046jh