π±Introduction
π΅οΈββοΈ Popular Object Detection Techniques
π Common Terms
Term | Description |
Classification | Specifying the label (class) of an object in input image |
Classification and Localization | Specifying the label and coordinates of an object in input image |
Object Detection | Specifying labels and coordinates of multiple objects in input image |
π More Detailed
Classification | Clf. and Localization | Detection | |
#of objects | 1 | 1 | multiple |
Input | image | image | image |
Output | label | label + coordinates | label(s) + coordinates |
β¨ Popular Detection CNNs
R-CNN (Regional Based Convolutional Neural Networks)
Fast R-CNN (Regional Based Convolutional Neural Networks)
Faster R-CNN (Regional Based Convolutional Neural Networks)
RFCN (Region Based Fully Connected Convolutional Neural Networks)
YOLO (You Only Look Once)
YOLO V1
YOLO V2
YOLO V3
SSD (Single Shot Detection)
π€ΈββοΈ Object Detection Series
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