CNN based One-stage Detectors Summary and Comparison

YOLO: You Only Look Once (2015)

Improvement against other detectors

The YOLO Detection System.

YOLO: System overview

YOLO: The Model.

CNN network and supervised pre-training

Detection training

Drawbacks

SSD: Single Shot MultiBox Detector (2015)

Improvement against other detectors

SSD: System overview

A comparison between two single-shot detection models: SSD and YOLO.

SSD: Training

RetinaNet (2017)

Improvement against other detectors

Focal Loss

RetinaNet

The one-stage RetinaNet network architecture uses a Feature Pyramid Network (FPN) backbone on top of a feedforward ResNet architecture

Senior Data Scientist@ViSenze. If I don’t create, I don’t understand.