SSD

SSD

2019/09/09

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// SSD

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// SSD

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Outline

一、Evolution of Object Detection

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References

◎ 論文

[1] SSD
Liu, Wei, et al. "SSD: Single shot multibox detector." European conference on computer vision. Springer, Cham, 2016.
https://arxiv.org/pdf/1512.02325.pdf

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◎ 英文參考資料

Object Detection for Dummies Part 1  Gradient Vector, HOG, and SS
https://lilianweng.github.io/lil-log/2017/10/29/object-recognition-for-dummies-part-1.html

Object Detection for Dummies Part 2  CNN, DPM and Overfeat
https://lilianweng.github.io/lil-log/2017/12/15/object-recognition-for-dummies-part-2.html

# 綜述
# 6.6K claps
[2] A Brief History of CNNs in Image Segmentation  From R-CNN to Mask R-CNN
https://blog.athelas.com/a-brief-history-of-cnns-in-image-segmentation-from-r-cnn-to-mask-r-cnn-34ea83205de4

# 綜述
# 1.7K claps
[3] Going deep into object detection - Towards Data Science
https://towardsdatascience.com/going-deep-into-object-detection-bed442d92b34

# SS
[6] Selective Search for Object Detection (C++ _ Python) _ Learn OpenCV
https://www.learnopencv.com/selective-search-for-object-detection-cpp-python/

# SSD
# 4.6K claps
[9] Understanding SSD MultiBox — Real-Time Object Detection In Deep Learning
https://towardsdatascience.com/understanding-ssd-multibox-real-time-object-detection-in-deep-learning-495ef744fab

# SSD
# 2.2K claps
[10] SSD object detection  Single Shot MultiBox Detector for real-time processing
https://medium.com/@jonathan_hui/ssd-object-detection-single-shot-multibox-detector-for-real-time-processing-9bd8deac0e06

# SSD
# 336 claps
[11] Review  SSD — Single Shot Detector (Object Detection)
https://towardsdatascience.com/review-ssd-single-shot-detector-object-detection-851a94607d11

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◎ 簡體中文參考資料

# SS
# 32 claps
[7] 理解Selective Search - 知乎
https://zhuanlan.zhihu.com/p/39927488 

# SS
[8] 论文笔记：Selective Search for Object Recognition _ Jermmy's Lazy Blog
http://jermmy.xyz/2017/05/04/2017-5-4-paper-notes-selective-search/ 

# SSD
# 996 claps
[12] 目标检测_SSD原理与实现 - 知乎
https://zhuanlan.zhihu.com/p/33544892

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◎ 繁體中文參考資料

# 綜述
# 6.1K claps
[4] 關於影像辨識，所有你應該知道的深度學習模型 - Cubo AI - Medium
https://medium.com/cubo-ai/%E7%89%A9%E9%AB%94%E5%81%B5%E6%B8%AC-object-detection-740096ec4540

# 綜述
# 85 claps
[5] SSD  Single Shot MultiBox Detector 介紹 - 王得懿 - Medium
https://medium.com/@bigwaterking01/ssd-single-shot-multibox-detector-%E4%BB%8B%E7%B4%B9-1fe95073c1a3

# SSD
# 18 claps
[13] SSD(Single Shot MultiBox Detector) 詳解 - Sam Zheng - Medium
https://medium.com/@kweisamx0322/ssd-single-shot-multibox-detector-%E8%A9%B3%E8%A7%A3-d091bd0370f9