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| For example, a FasterRCNN approach uses the following steps: | |
| - the image features are given out by a FPN (Feature Pyramid Net) over a ResNet backbone, and | |
| - then a RPN (Regision Proposal Network) layer detects proposals in those features, and | |
| - then the ROI (Region of Interest) heads get the box proposals in the original image, and | |
| - then the boxes are selected using a NMS (Non-max suppression), | |
| - and then the features for selected boxes are used as visual features. |