Resources for Neural Networks: Keras, SSD Keras, Faster-RCNN, Mask RCNN, YoloV2

Neural_Nets_Resources.md

General AI References

• DeepLearning.AI Image Recongition - Video Tutorial by Andrew Ng
• AI Book
• AI Book - CNN
• Deep Learning for Object Detection a Comprehensive Review
• Comprehensive Guide for CNN
• Beginner's Guide to CNN
• Guide to Receptive CNN
• Intuitive Explanation of CNN
• Quick Intro to CNN

Keras Implementation of Image Recognition

General Keras Functionalities

• Pretrained Keras Models Comparison
• Keras Features
• Keras feature extraction and clustering
• MultiClass Classification - Keras
• Faster RCNN - Keras and Google Open Images V4

Image Classification

• Image Classification using Keras
• PyImageSearch Image Classification
• Image Classification using Keras
• Image Detection from Scratch - different levels

Image Classification + Localization

SSD

• SSD Keras
• SSD Keras
• SSD Keras Article
• SSD Guide and implementation in PyTorch
• SSD Keras Github

Faster RCNN

• Faster-RCNN
• Faster RCNN Custom Data from Google's Open Images V4
  • GitHub Page with Source code implementation

Mask RCNN

• Mask RCNN

Yolo and YoloV2

• Keras YoloV2 Implementation Article
  • YoloV2 Github
• Yolo Implementation YouTube Video
• Yolo Implementation YouTube Video - Siraj
• YAD2K: Yet Another Darknet 2 Keras - YoloV2 Implementation
• Gentle Guide for Yolo Guide with Keras
• Image Recognition with Keras - Heatmaps

Machine Learning Mastery

• MultiClass Classification Tutorial Keras
• Classify Images using Pre-Trained Models in Keras
• Make Predictions with Keras
• Handwritten Digit Recognition Using CNN Keras
• Object Recognition with CNN Keras

TensorFlow

• Yolo and YoloV2 Implementation
• Yolo Implementation
• Yolo Implementation
• Yolo Implementation

Datasets

• Articles with references about datasets

  • 20 Best Image Datasets for Computer Vision
  • Comprehensive Collection of Deep Learning Datasets

• Tiny Images Dataset

• Cifar-16 Dataset

• 101 Items of Caltech

• Open Images Dataset V4

• LabelMe

• Comprehensive Car Dataset

• Los Angeles Parking Citations

• Uber in NYC

• Traffic Accidents in UK

• Traffic Fatalities

• STL-10 Image Recognition Dataset: vehicles and animals

  • STL-10 Stanford Dataset

• Teaching Cars to See - Article