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20152010s
Real-time Object Detection (YOLO)
You Only Look Once (YOLO) algorithms framing object detection as a single regression problem.
Why It Was Important
Prior systems scanned images multiple times, which was painfully slow. YOLO analyzed the entire image in a single pass of the neural network, achieving real-time detection speeds (45 frames per second). This instantly unlocked real-world applications in robotics, drones, and smartphone cameras.
Who Invented It
Joseph Redmon et al.
A researcher who famously stopped computer vision work later due to military privacy concerns.
Applications
- Autonomous Vehicles
- Drone Navigation
- Security Surveillance
Key Papers
- You Only Look Once: Unified, Real-Time Object Detection
Joseph Redmon et al. · CVPR 2016 · 2015