Valuable blog and personal experience collection (continuous update)

Tsinghua mirror source
https://mirrors.tuna.tsinghua.edu.cn/

http://spytensor.com/

https://github.com/Jack-Cherish/Deep-Learning

https://cuijiahua.com/

Common interview questions of machine learning and deep learning
https://zhuanlan.zhihu.com/p/45091568

Algorithm detection surface longitude ：
https://blog.csdn.net/qq_39706357/article/details/89947026

R-CNN series Blog + Code
https://blog.csdn.net/xiaoxu1025/article/details/104143262

Source code
https://github.com/yphacker/ai_yanxishe

Deep learning 500 ask , Hot open source projects

object detection 、 Image surface longitude https://blog.csdn.net/weixin_44936889/article/details/104606259

https://blog.csdn.net/qq_39706357/article/details/89947026

YOLO A series of lectures
Yolo Trilogy interpretation ——Yolov1
https://zhuanlan.zhihu.com/p/70387154

Faster R-CNN Study ：
RPN A good article explained by the network ：
https://blog.csdn.net/lanran2/article/details/54376126
RPN understand
https://zhuanlan.zhihu.com/p/31426458
Article to read Faster R-CNN
https://zhuanlan.zhihu.com/p/31426458

Read target detection ：R-CNN、Fast R-CNN、Faster R-CNN、YOLO、SSD
Summary blog of online education leaders in July ：
https://blog.csdn.net/v_JULY_v/article/details/80170182

【 object detection 】R-CNN Series with the SPP-Net summary
https://www.cnblogs.com/kk17/p/9748378.html

Summary of translation papers ：
AlexNet VGG ResNet wait
https://github.com/SnailTyan/deep-learning-papers-translation

from LeNet To SENet—— Review of convolutional neural networks
https://zhuanlan.zhihu.com/p/33845247

Pytorch Model training practical course
Electronic files of books + Code
https://github.com/TingsongYu/PyTorch_Tutorial
https://github.com/TingsongYu/PyTorch_Tutorial/tree/master/Data

Kaggle Cat and dog identification detailed construction
https://zhuanlan.zhihu.com/p/136421422

----------------------- Split line -------------------------
Shengxin programming daily （SNF）
https://www.jianshu.com/u/c8eaac6172a2
Doctoral Dissertation , Knowledge based disease association analysis and auxiliary mechanism analysis （2018 SNF）
https://www.doc88.com/p-9199145592471.html

Yang Kuan , Zhao Yaping . The fusion network based on normalized Euclidean distance and spectral neighbors clusters cancer subtypes [J]. Theoretical Mathematics , 2019, 9(10): 1115-1122.
Proposed ratio SNF better
https://doi.org/10.12677/PM.2019.910137
CI-SNF: Exploiting Contextual Information to Improve SNF Based Information Retrieval. Information Fusion, 52, 175-186.

Ls-SNF
Similarity network fusion based on local scaling affinity construction
ANF
CSNF

Medical image segmentation ：
https://bbs.cvmart.net/topics/1277

Li Guanghui
https://github.com/ghli16

The code given is incomplete , If you don't want open source, don't open source , What a thing
Long yahui
https://github.com/longyahui
https://github.com/yahuilong

Lan wei
https://github.com/lanbiolab

Zengmin
https://github.com/MinZeng1990

https://github.com/CSUBioGroup
https://github.com/bioinfomaticsCSU

Pan xiaoyong
https://github.com/xypan1232

USTC Li Ao
https://github.com/USTC-HIlab
http://bioinformatics.ustc.edu.cn/

Anhui university
https://github.com/bioinformaticsAHU

https://github.com/BioMedicalBigDataMiningLab

https://github.com/look0012

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defect detection
The official homepage of Northeastern University ：
http://faculty.neu.edu.cn/yunhyan/NEU_surface_defect_database.html

Related papers ：
Google academic search ：
An End-to-endSteel SurfaceDefectDetectionApproachviaFusingMultiple HierarchicalFeatures

PGA-Net: Pyramid Feature Fusion and GlobalContext Attention Network for AutomatedSurface Defect Detection

Saliency detection for strip steel surface
defects using multiple constraints and improved texture features

EDRNet: Encoder-Decoder Residual Network
for Salient Object Detection of Strip Steel
Surface Defects

All kinds of defect data sets sorted out by Qingzhi's little brother ：
https://blog.csdn.net/qq_27871973/article/details/84974231
Include ： Germany DAGM 2007 Data set of 、NEU-DET Steel surface defects and so on

Target detection application competition | Surface defects of Tianchi Aluminum Profile （ With data sets 、 Detailed solutions ）
https://mp.weixin.qq.com/s/SYS16Yx00c69LTCGxq_YMQ

------------------------YOLO series --------------------------------
YOLO v1 https://www.jianshu.com/p/90f633cbffe3
V2 https://www.jianshu.com/p/da569d729ac8
V3 https://www.jianshu.com/p/af8a9c83e530

——————————————CV Face to face collection ——————————
https://www.cnblogs.com/ZFJ1094038955/p/12158583.html

https://www.jianshu.com/p/a95bbe32bc4e

https://cloud.tencent.com/developer/article/1062001

---------------------------- Become a qualified Algorithm Engineer --------------------------
C++、python、leetcode、paper、kaggle、 tianchi 、 data structure
https://www.zhihu.com/question/283960511

Overview of ultra comprehensive target detection algorithms
https://www.jianshu.com/p/468e08f739bd

object detection ：SSD（ECCV 2016）
https://zhuanlan.zhihu.com/p/52527096

Image algorithm Interview Questions Summary
https://blog.csdn.net/weixin_30510153/article/details/98297578

AlexNet VGG GoogleNet A series of
https://blog.csdn.net/qq_42823043/article/details/89540496

https://www.cnblogs.com/vincent1997/p/10901875.html

https://blog.csdn.net/weixin_41521681/article/details/87986575

Lightweight networks / testing / Division ：
https://zhuanlan.zhihu.com/p/62366940

Figure convolution network code running tutorial
https://www.freesion.com/article/6520914333/

labelme Make mask r-cnn course
https://www.freesion.com/article/6142420564/
Hand in hand to teach you to train yourself Mask R-CNN Image instance segmentation model （PyTorch The official tutorial ）
https://blog.csdn.net/u013685264/article/details/100564660
Train with your own data set Mask R-CNN
https://shinshiner.github.io/2018/03-03-training-mask-rcnn-with-my-own-data.html
Why should semantic segmentation label data sets ？
https://www.zhihu.com/question/277641891