Coursera 笔记

DeepLearning.AI/Convolutional Neural Networks/Graded Assignment: Detection Algorithms

Convolutional Neural Networks

卷积神经网络 · DeepLearning.AI · 46 篇

01Foundations of Convolutional Neural Networks9

01Computer Vision计算机视觉
02Edge Detection Example边缘检测示例
03More Edge Detection边缘检测进阶
04Padding填充
05Strided Convolutions步长卷积
06Convolutions Over Volume三维卷积
07One Layer of a Convolutional Network单层卷积网络
08Simple Convolutional Network Example简单卷积网络示例
09Graded Assignment: The Basics of ConvNets评分作业：卷积网络基础

02Deep Convolutional Models: Case Studies9

01Classic NetworksLeNet-5、AlexNet 和 VGGNet
02ResNets残差网络
03ResNets理解残差网络（ResNet）
04Why ResNets Work?残差网络为何有效
05Inception NetworkInception 网络
06State of Computer Vision计算机视觉现状
07Graded Assignment: Deep Convolutional Models评分作业：深度卷积模型
08Residual Networks残差网络（编程作业）
09Transfer Learning with MobileNet基于 MobileNet 的迁移学习

03Object Detection15

01Object Localization目标定位
02Landmark Detection关键点检测
03Object Detection目标检测
04Convolutional Implementation of Sliding Windows滑动窗口的卷积实现
05Bounding Box Predictions边界框预测
06Intersection Over Union交并比
07Non-max Suppression非极大值抑制
08Anchor Boxes锚框
09YOLO AlgorithmYOLO 算法
10Region Proposals (Optional)区域提议（可选）
11Semantic Segmentation with U-Net基于 U-Net 的语义分割
12Transpose Convolutions转置卷积
13U-Net Architecture IntuitionU-Net 架构直观理解
14U-Net ArchitectureU-Net 架构
15Graded Assignment: Detection Algorithms评分作业：检测算法

04Special Applications: Face recognition & Neural Style Transfer13

01What is Face Recognition?什么是面部识别
02One Shot Learning一次学习
03Siamese Network孪生网络
04Triplet Loss三元组损失
05Face Verification and Binary Classification面部验证与二分类
06What is Neural Style Transfer?什么是神经风格迁移
07What are deep ConvNets learning?深度卷积网络在学什么
08Cost Function代价函数
09Content Cost Function内容代价函数
10Style Cost Function风格代价函数
111D and 3D Generalizations一维与三维推广
12Graded Assignment: Special Applications - Face Recognition & Neural Style Transfer评分作业：特殊应用——面部识别与神经风格迁移
13References参考文献

Module 03 · Object Detection

Graded Assignment: Detection Algorithms评分作业：检测算法

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Coursera 笔记 · Noted by 千啾略 · As of 2026-09-14