Vision AI 분류
- 객체 분류 (Object Classification)
- 객체 탐지 및 위치 식별 (Object Detection & Localization)
- 객체 분할 (Object Segmentation)
One-Stage Detector와 Two-Stage Detector
# Regional Proposal : '물체가 있을만한' 영역을 빠르게 찾아내는 알고리즘
| One-Stage Detector |
Two-Stage Detector |
- YOLO (You Only Live Once, 2016)
- SSD (Single Shot MultiBox Detector, 2016)
- RetinaNet (Focal Loss for Dense Object Detection, 2017)
- YOLOv3 (2018)
- YOLOv4 (2020)
- YOLOv8 (2023)
|
- RCNN (Region-based Convolutional Neural Network, 2014)
- SPPNet (Spatial Pyramid Pooling network , 2014)
- Fast RCNN and Faster RCNN (2015)
- Mask R-CNN (2017)
- FPN (Feature Pyramid Network, 2017)
- G-RCNN (Convolutional Neural Networks with Gated Recurrent Connections , 2021)
|
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