Object Detection for Dummies Part 3: R-CNN Family

📰 Lilian Weng's Blog

Learn about the R-CNN family of object detection models, including R-CNN, Fast R-CNN, Faster R-CNN, and Mask R-CNN

intermediate Published 31 Dec 2017

Action Steps

Understand the basics of object detection and its applications
Learn about the R-CNN model and its limitations
Study the improvements made in Fast R-CNN and Faster R-CNN
Explore the capabilities of Mask R-CNN for instance segmentation

Who Needs to Know This

Computer vision engineers and researchers can benefit from understanding the R-CNN family, as it provides a foundation for many state-of-the-art object detection models, and is useful for tasks such as image classification and object localization

Key Insight

💡 The R-CNN family provides a foundation for many state-of-the-art object detection models, with improvements in speed and accuracy