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One-Stage vs. Two-Stage Architectures

Explore the distinctions between one-stage and two-stage object detection architectures. Understand how two-stage models separate region proposal and classification steps, while one-stage models combine them. Gain insight into region of interest and bounding box definitions to better grasp object detection fundamentals using PyTorch.

We'll cover the following...

We can split our object detection models into two categories:

  • One-stage detection models
  • Two-stage detection models

We categorize the models with these names since two-stage models ...