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Today I Learned. SungMan,Cho.

deep learning / machine learning

object detection, cnn-architecture, semantic segmentation


Backbone Networks

  • AlexNet
  • ZFNet
  • VGG
  • GoogLeNet (Inception v1)
  • ResNet
  • Inception v2 ~ v4
  • DenseNet
  • SENet
  • NASNet

Compressed Model

  • MobileNet v1
  • ShuffleNet
  • SqueezeNet
  • MobileNet v2

Object Detection

Two-Stage Detection Networks

  • R-CNN
  • Fast R-CNN
  • Faster R-CNN
  • Mask R-CNN
  • RetinaNet

One-Stage Detection Networks

  • YOLO v1
  • YOLO v2
  • YOLO v3
  • SSD
  • DSSD

Semantic Segmentation

  • FCN
  • U-Net
  • DeepLab

Text Detection, Recognition, Spotting

  • AON (2018 CVPR)
  • Edit Probability for Scene Text Recognition (2018 CVPR)
  • FOTS (2018 CVPR)
  • Deep TextSpotter (2017 ICCV)
  • Focusing Attention Towards (2017 ICCV)
  • Deep Direct Regression for Multi-Oriented Scene Text Detection (2017 ICCV)
  • Single Shot Text Detector with Regional Attention (2017 ICCV)