Awesome Caffe
This page contains a curated list of awesome Caffe examples, tutorials and blogs. It is inspired by awesome-php and awesome-machine-learning.
Contributing
If you want to contribute to this list and the examples, please open a new pull request, or send e-mails to (service@caffecn.cn).
Table of Contents
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Books
- Deep Learning - Ian Goodfellow and Yoshua Bengio and Aaron Courville
- Deep Learning (Simplified Chinese)
1. Tutorials
- DIY Deep Learning for Vision with Caffe
- Tutorial Documentation
- Tutorial Documentation (Simplified Chinese)
2. Vision
2.1 Image Classification
2.2 Object Detection
2.3 Image Segmentation
2.4 Face Detection / Recognition / Verification
- Center Loss
- MTCNN_face_detection_alignment
- VGG-Face
- TripletLoss(FaceNet)
- dockerface - Easy to install and use deep learning Faster R-CNN face detection for images and video in a docker container.
2.5 Action Recognition
- UntrimmedNets
- C3D (a recent version of Caffe)
- TDD
- LRCN
2.6 Object Tracking
2.7 Scene Classification
2.8 Image Super-resolution
2.9 Images Generation
2.10 Self-driving
2.11 Reinforcement Learning
3. NLP
4. Speech
5. Building Blocks
5.1 Initialization
5.2 Activation Function
TODO
6. Tools
6.1 Converter
6.2 Labeling
6.3 Data Augmentation
6.4 Parameter Search
6.5 Visualization
6.6 Mobile Platform
6.7 Intel and AMD
6.8 Parallel and Distributed computing
6.9 Net Builder