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Valuable blog and personal experience collection (continuous update)
2022-07-29 06:00:00 【Machines don't learn I learn】
Tsinghua mirror source
https://mirrors.tuna.tsinghua.edu.cn/
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
----------------------- Split line -------------------------
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
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