神经网络- 吴恩达Andrew Ng CNN卷积神经网络 论文等资料汇总

Posted 2021-09-10 架构师易筋

课程总结

跟Andrew Ng大神学习卷积神经网络，最终用Yolo v3 实现了物体实时检测，自动驾驶会用到

笔者文章：一步一步手写实现实时监测物体YOLO v3 EASY METHOD | OpenCV Python CNN卷积神经网络

并合成了图片：

感谢老师，受益良多。
课程链接 ：https://www.deeplearning.ai/program/deep-learning-specialization/

参考论文等资料汇总

W​eek 1:

• The Sequential model (TensorFlow Documentation)

• The Functional API (TensorFlow Documentation)

W​eek 2:

• Deep Residual Learning for Image Recognition (He, Zhang, Ren & Sun, 2015)

• d​eep-learning-models/resnet50.py/ (GitHub: fchollet)

• MobileNets: Efficient Convolutional Neural Networks for Mobile Vision Applications (Howard, Zhu, Chen, Kalenichenko, Wang, Weyand, Andreetto, ​& Adam, 2017)

• MobileNetV2: Inverted Residuals and Linear Bottlenecks (Sandler, Howard, Zhu, Zhmoginov &Chen, 2018)

• EfficientNet: Rethinking Model Scaling for Convolutional Neural Networks (Tan & Le, 2019)

W​eek 3:

• You Only Look Once: Unified, Real-Time Object Detection (Redmon, Divvala, Girshick & Farhadi, 2015)

• YOLO9000: Better, Faster, Stronger (Redmon & Farhadi, 2016)

• YAD2K (GitHub: allanzelener)

• YOLO: Real-Time Object Detection

• Fully Convolutional Architectures for Multi-Class Segmentation in Chest Radiographs (Novikov, Lenis, Major, Hladůvka, Wimmer & Bühler, 2017)

• Automatic Brain Tumor Detection and Segmentation Using U-Net Based Fully Convolutional Networks (Dong, Yang, Liu, Mo & Guo, 2017)

• U-Net: Convolutional Networks for Biomedical Image Segmentation (Ronneberger, Fischer & Brox, 2015)

W​eek 4:

• FaceNet: A Unified Embedding for Face Recognition and Clustering (Schroff, Kalenichenko & Philbin, 2015)

• DeepFace: Closing the Gap to Human-Level Performance in Face Verification (Taigman, Yang, Ranzato & Wolf)

• f​acenet (GitHub: davidsandberg)

• How to Develop a Face Recognition System Using FaceNet in Keras (Jason Brownlee, 2019)

• k​eras-facenet/notebook/tf_to_keras.ipynb (GitHub: nyoki-mtl)

• A Neural Algorithm of Artistic Style (Gatys, Ecker & Bethge, 2015)

• Convolutional neural networks for artistic style transfer

• TensorFlow Implementation of “A Neural Algorithm of Artistic Style”

• V​ery Deep Convolutional Networks For Large-Scale Image Recognition (Simonyan & Zisserman, 2015)

• Pretrained models (MatConvNet)