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有价值的博客、面经收集(持续更新)
2022-07-29 05:21:00 【机器不学习我学习】
清华镜像源
https://mirrors.tuna.tsinghua.edu.cn/
https://github.com/Jack-Cherish/Deep-Learning
https://cuijiahua.com/
机器学习与深度学习常见面试题
https://zhuanlan.zhihu.com/p/45091568
算法检测面经:
https://blog.csdn.net/qq_39706357/article/details/89947026
R-CNN系列 博客+代码
https://blog.csdn.net/xiaoxu1025/article/details/104143262
源代码
https://github.com/yphacker/ai_yanxishe
目标检测、图像面经https://blog.csdn.net/weixin_44936889/article/details/104606259
https://blog.csdn.net/qq_39706357/article/details/89947026
YOLO系列讲解
Yolo三部曲解读——Yolov1
https://zhuanlan.zhihu.com/p/70387154
Faster R-CNN学习:
RPN网络讲解的很好的文章:
https://blog.csdn.net/lanran2/article/details/54376126
RPN理解
https://zhuanlan.zhihu.com/p/31426458
一文读懂Faster R-CNN
https://zhuanlan.zhihu.com/p/31426458
一文读懂目标检测:R-CNN、Fast R-CNN、Faster R-CNN、YOLO、SSD
七月在线教育大佬的总结博客:
https://blog.csdn.net/v_JULY_v/article/details/80170182
【目标检测】R-CNN系列与SPP-Net总结
https://www.cnblogs.com/kk17/p/9748378.html
翻译论文汇总:
AlexNet VGG ResNet等等
https://github.com/SnailTyan/deep-learning-papers-translation
从LeNet到SENet——卷积神经网络回顾
https://zhuanlan.zhihu.com/p/33845247
Pytorch模型训练实用教程
书籍电子档+代码
https://github.com/TingsongYu/PyTorch_Tutorial
https://github.com/TingsongYu/PyTorch_Tutorial/tree/master/Data
Kaggle猫狗识别详细搭建
https://zhuanlan.zhihu.com/p/136421422
-----------------------分割线-------------------------
生信编程日常(SNF)
https://www.jianshu.com/u/c8eaac6172a2
博士论文,基于知识的疾病关联分析与辅助机理解析(2018 SNF)
https://www.doc88.com/p-9199145592471.html
杨宽, 赵亚萍. 基于归一化欧氏距离和谱分邻的融合网络对癌症亚型聚类[J]. 理论数学, 2019, 9(10): 1115-1122.
提出比SNF更好的
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
医学图像分割:
https://bbs.cvmart.net/topics/1277
Li Guanghui
https://github.com/ghli16
给的代码不全,不想开源就别开源,什么玩意啊
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
-----------------------分割线-------------------------
缺陷检测
东北大学官方主页:
http://faculty.neu.edu.cn/yunhyan/NEU_surface_defect_database.html
相关论文:
谷歌学术搜索:
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
庆志的小老弟整理的各类缺陷数据集:
https://blog.csdn.net/qq_27871973/article/details/84974231
包括:德国DAGM 2007的数据集、NEU-DET钢材表面缺陷等等
目标检测应用竞赛 | 天池铝型材表面瑕疵(含数据集、详细解决方案)
https://mp.weixin.qq.com/s/SYS16Yx00c69LTCGxq_YMQ
------------------------YOLO 系列--------------------------------
YOLO v1 https://www.jianshu.com/p/90f633cbffe3
V2 https://www.jianshu.com/p/da569d729ac8
V3 https://www.jianshu.com/p/af8a9c83e530
——————————————CV面经收集——————————
https://www.cnblogs.com/ZFJ1094038955/p/12158583.html
https://www.jianshu.com/p/a95bbe32bc4e
https://cloud.tencent.com/developer/article/1062001
----------------------------成为一名合格的算法工程师--------------------------
C++、python、leetcode、paper、kaggle、天池、数据结构
https://www.zhihu.com/question/283960511
超全面目标检测算法综述
https://www.jianshu.com/p/468e08f739bd
目标检测:SSD(ECCV 2016)
https://zhuanlan.zhihu.com/p/52527096
图像算法面试题汇总
https://blog.csdn.net/weixin_30510153/article/details/98297578
AlexNet VGG GoogleNet一系列
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
轻量级网络/检测/分割:
https://zhuanlan.zhihu.com/p/62366940
图卷积网络代码运行教程
https://www.freesion.com/article/6520914333/
labelme制作mask r-cnn教程
https://www.freesion.com/article/6142420564/
手把手教你训练自己的Mask R-CNN图像实例分割模型(PyTorch官方教程)
https://blog.csdn.net/u013685264/article/details/100564660
用自己的数据集训练Mask R-CNN
https://shinshiner.github.io/2018/03-03-training-mask-rcnn-with-my-own-data.html
语义分割为什么要标注数据集?
https://www.zhihu.com/question/277641891
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