Introduction to Two-Stage Object Detection Architectures
Explore the fundamental concepts behind two-stage object detection architectures including R-CNN, Fast R-CNN, and Faster R-CNN. Understand their methodologies, strengths, and limitations, and how they apply to object detection tasks, especially when speed is less critical. Gain insight into region-based convolutional neural networks and their significance in image classification and detection.
We'll cover the following...
We'll cover the following...
Two-stage architectures are the premises for this special task and bring a huge novelty and progress against the traditional object detection methods. We can appreciate their methodologies to bring a novel approach to object detection. ...