第十一章 目标检测

主要文献链接

11.1.1 滑窗（Sliding Window）法

Mitosis Detection in Breast Cancer Histology Images with Deep Neural Networks http://people.idsia.ch/~ciresan/data/miccai2013.pdf

11.1.3 Selective Search和R-CNN

Selective Search for Object Recognition
https://ivi.fnwi.uva.nl/isis/publications/2013/UijlingsIJCV2013/UijlingsIJCV2013.pdf

R-CNN
http://www.cv-foundation.org/openaccess/content_cvpr_2014/papers/Girshick_Rich_Feature_Hierarchies_2014_CVPR_paper.pdf

11.1.4 SPP, ROI Pooling和Fast R-CNN

SPP
https://arxiv.org/pdf/1406.4729v1.pdf

Fast R-CNN
http://www.cv-foundation.org/openaccess/content_iccv_2015/papers/Girshick_Fast_R-CNN_ICCV_2015_paper.pdf

11.1.5 RPN和Faster R-CNN

Faster R-CNN: Towards Real-Time Object Detection with Region Proposal Networks
http://papers.nips.cc/paper/5638-faster-r-cnn-towards-real-time-object-detection-with-region-proposal-networks.pdf

11.1.6 YOLO/SSD

You Only Look Once: Unified, Real-Time Object Detection
http://www.cv-foundation.org/openaccess/content_cvpr_2016/papers/Redmon_You_Only_Look_CVPR_2016_paper.pdf

SSD: Single Shot MultiBox Detector
https://arxiv.org/pdf/1512.02325v5.pdf

预训练模型下载链接

vgg16_reduced.zip & ssd_300_vgg16_reduced_voc0712_trainval.zip
http://pan.baidu.com/s/1sli1TE1