Overview
Sliding window + bbox regression + classification.
Pipeline
- Sliding Window: Implicitly encoded in CNN architecture, used at different scales
- Localization: Regression
- Detection: Classification
Limitations
- Needs fixed-sized window (FC layer constraint)
- Expensive to try all positions, scales, and aspect ratios