0x03 - 图像识别 学习地图

物件识别

搭建在 PaddlePaddle 上的物件识别模块，Github: PaddleDetection。

下面是概述图。

Architectures	Backbones	Components	Data Augmentation
Two-Stage Detection Faster RCNN FPN Cascade-RCNN Libra RCNN Hybrid Task RCNN PSS-Det One-Stage Detection RetinaNet YOLOv3 YOLOv4 PP-YOLO SSD Anchor Free CornerNet-Squeeze FCOS TTFNet Instance Segmentation Mask RCNN SOLOv2 Face-Detction FaceBoxes BlazeFace BlazeFace-NAS	ResNet(&vd) ResNeXt(&vd) SENet Res2Net HRNet Hourglass CBNet GCNet DarkNet CSPDarkNet VGG MobileNetv1/v3 GhostNet Efficientnet	Common Sync-BN Group Norm DCNv2 Non-local FPN BiFPN BFP HRFPN ACFPN Loss Smooth-L1 GIoU/DIoU/CIoU IoUAware Post-processing SoftNMS MatrixNMS Speed FP16 training Multi-machine training	Resize Flipping Expand Crop Color Distort Random Erasing Mixup Cutmix Grid Mask Auto Augment

希望学起来不会太累、

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