Object Detection入门
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简介:
what is object detection?
Localization and classification in multiple objects images
学习步骤:
- Tensorflow Object Detection API(用5分钟的时间可以跑一遍感受一下)
- rbg大神主页:http://www.rossgirshick.info/
- Kaiming He大神主页:http://kaiminghe.com/
- 传统目标检测算法
代表:DPM
论文:
A Discriminatively Trained, Multiscale, Deformable Part Model
Object Detection with Discriminatively Trained Part Based Models
(项目和论文地址rbg主页上有)
- 基于深度学习框架 (重点)
涉及基础网络知识Alexnet, ZFnet, VGGnet, GoogLeNet, ResNet等
R-CNN:Rich featurehierarchies for accurate object detection and semantic segmentation(项目和论文地址rbg主页上有)
SPPnet:Spatial Pyramid Pooling in Deep Convolutional Network for Visual Recognition
论文地址:https://arxiv.org/pdf/1406.4729v2.pdf
MultiBox
Fast R-CNN (项目和论文地址rbg主页上有)
Faster RCNN (项目和论文地址rbg主页上有)
YOLO: You Only Look Once:Unified, Real-Time Object Detection
论文地址:https://arxiv.org/abs/1506.02640
YOLO9000: Better, Faster, Stronger
论文地址:https://arxiv.org/abs/1612.08242
项目主页:https://pjreddie.com/darknet/yolo/
SSD:SSD: Single Shot MultiBox Detector
论文地址: http://www.cs.unc.edu/~wliu/papers/ssd.pdf
项目地址:https://github.com/weiliu89/caffe/tree/ssd
论文查看地址:
https://handong1587.github.io/deep_learning/2015/10/09/object-detection.html
阅读全文
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- Object Detection发展介绍
- Object Detection 2015
- object detection资料汇总
- 【object detection】YOLO详解
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- ILSVRC2017 Object detection
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