CNN-卷积神经网络-网络结构相关（经典结构，激活函数，正则化方法，数据增强，优化方法...）
| 序号 | 文章题目 | 文章引用信息 | 阅读笔记 |
|---|---|---|---|
| 1 | Deep Residual Learning for Image Recognition | He K, Zhang X, Ren S, et al. Deep Residual Learning for Image Recognition[J]. 2015:770-778. | 论文阅读笔记 |
| 2 | Aggregated Residual Transformations for Deep Neural Networks | Xie S, Girshick R, Dollar P, et al. Aggregated Residual Transformations for Deep Neural Networks[J]. 2016:5987-5995. | 论文阅读笔记 |
CNN-图像分割相关
| 序号 | 文章题目 | 文章引用信息 | 阅读笔记 |
|---|---|---|---|
| 1 | U-Net: Convolutional Networks for BiomedicalImage Segmentation | Ronneberger O, Fischer P, Brox T. U-Net: Convolutional Networks for Biomedical Image Segmentation[M]// Medical Image Computing and Computer-Assisted Intervention — MICCAI 2015. Springer International Publishing, 2015:234-241. | [论文阅读笔记] |
| 2 | SegNet: A Deep Convolutional Encoder-Decoder Architecture for Image Segmentation | Badrinarayanan V, Kendall A, Cipolla R. SegNet: A Deep Convolutional Encoder-Decoder Architecture for Scene Segmentation.[J]. IEEE Transactions on Pattern Analysis and Machine Intelligence, 2017, PP(99):1-1. | 论文阅读笔记 |
| 2.1 | SegNet: A Deep Convolutional Encoder-Decoder Architecture for Robust Semantic Pixel-Wise Labelling | Badrinarayanan V, Handa A, Cipolla R. SegNet: A Deep Convolutional Encoder-Decoder Architecture for Robust Semantic Pixel-Wise Labelling[J]. Computer Science, 2015. | 论文阅读笔记 |
实验相关
框架学习 1. tiny-dnn tiny-dnn 源码阅读笔记1 tiny-dnn 源码阅读笔记2 tiny-dnn 源码阅读笔记3