Awesome-Caffe

Deep learning framework examples

A curated collection of Caffe-based examples and resources for various applications including computer vision, deep learning, natural language processing, and more.

Awesome Caffe

GitHub
221 stars
25 watching
88 forks
last commit: about 5 years ago
Linked from 1 awesome list


Awesome Caffe / Books
Deep Learning - Ian Goodfellow and Yoshua Bengio and Aaron Courville
Deep Learning (Simplified Chinese) 35,804 almost 5 years ago

Awesome Caffe / 1. Tutorials
DIY Deep Learning for Vision with Caffe
Tutorial Documentation
Tutorial Documentation (Simplified Chinese)

Awesome Caffe / 2. Vision / 2.1 Image Classification
ResNet-v3
denseNet 4,740 11 months ago
Deep Residual Networks 6,446 about 7 years ago
Highway Networks 96 about 9 years ago
Deep-Compression-AlexNet 657 over 2 years ago
SqueezeNet 2,176 over 6 years ago
GoogleNet-V2 131 almost 8 years ago
Oriented Response Networks 223 over 2 years ago

Awesome Caffe / 2. Vision / 2.2 Object Detection
PVANet 650 over 2 years ago
R-FCN 1,048 almost 4 years ago
SSD: Single Shot MultiBox Detector 4,770 over 1 year ago
YOLO in caffe 520 almost 8 years ago
DeepBox 128 about 8 years ago
Faster R-CNN 8,126 about 5 years ago
Fast R-CNN 3,345 almost 7 years ago

Awesome Caffe / 2. Vision / 2.3 Image Segmentation
Mask R-CNN 231 over 5 years ago
DeepLab
CRF-RNN 1,342 almost 5 years ago
SegNet 1,082 over 6 years ago
DeconvNet: Learning Deconvolution Network for Semantic Segmentation 325 over 9 years ago
Fully Convolutional Networks for Semantic Segmentation 3,309 about 3 years ago

Awesome Caffe / 2. Vision / 2.4 Face Detection / Recognition / Verification
Center Loss 1,211 over 6 years ago
MTCNN_face_detection_alignment 240 over 7 years ago
VGG-Face
TripletLoss(FaceNet) 322 over 7 years ago
dockerface 190 over 4 years ago Easy to install and use deep learning Faster R-CNN face detection for images and video in a docker container

Awesome Caffe / 2. Vision / 2.5 Action Recognition
UntrimmedNets 162 about 6 years ago
C3D 175 almost 6 years ago (a recent version of Caffe)
TDD 104 about 7 years ago
LRCN 220 about 7 years ago

Awesome Caffe / 2. Vision / 2.6 Object Tracking
FCNT 131 over 7 years ago

Awesome Caffe / 2. Vision / 2.7 Scene Classification
Places CNN

Awesome Caffe / 2. Vision / 2.8 Image Super-resolution
SRCNN

Awesome Caffe / 2. Vision / 2.9 Images Generation
cnn-vis 496 over 9 years ago
style-transfer 1,538 about 7 years ago
Colorful Image Colorization 3,355 12 months ago
Coupled Face Generation 285 almost 7 years ago

Awesome Caffe / 2. Vision / 2.10 Self-driving
DeepDrive
Berkeley DeepDrive
Princeton deepdriving

Awesome Caffe / 2. Vision / 2.11 Reinforcement Learning
DRQN 68 about 9 years ago
DQN 213 about 8 years ago

Awesome Caffe / 2.12 Image Generation
VAE 502 almost 8 years ago

Awesome Caffe / 3. NLP
Sentiment Analysis

Awesome Caffe / 4. Speech
Kaldi 14,287 about 2 months ago

Awesome Caffe / 5. Building Blocks / 5.1 Initialization
k-means initialization 138 about 8 years ago
LSUV 112 about 7 years ago

Awesome Caffe / 6. Tools / 6.1 Converter
caffe-tensorflow 2,798 over 5 years ago
caffe-theano-conversion 88 over 9 years ago
CaffeToKeras 225 over 4 years ago

Awesome Caffe / 6. Tools / 6.2 Labeling
labelme 13,551 2 months ago
LabelImg 22,801 6 months ago
BBox-Label-Tool 1,126 over 4 years ago
FastAnnotationTool 953 almost 6 years ago

Awesome Caffe / 6. Tools / 6.3 Data Augmentation
Augmentor 5,073 8 months ago
Spearmint 96 over 8 years ago

Awesome Caffe / 6. Tools / 6.5 Visualization
netron 28,134 6 days ago
deep-visualization-toolbox 4,019 almost 5 years ago
DeepDraw 358 over 8 years ago

Awesome Caffe / 6. Tools / 6.6 Mobile Platform
ncnn 20,479 7 days ago
ShuffleNet 448 about 6 years ago
caffe-android-lib 510 almost 6 years ago
caffe-ios 59 almost 9 years ago
windows 162 almost 5 years ago

Awesome Caffe / 6. Tools / 6.7 Intel and AMD
hipCaffe-AMD’s Radeon Instinct GPUs 124 7 months ago
Intel® Xeon Phi™
OpenCL-caffe 517 about 6 years ago
SkimCaffe 238 almost 2 years ago

Awesome Caffe / 6. Tools / 6.8 Parallel and Distributed computing
A multi-GPU and memory-reduced MAT-Caffe 95 about 7 years ago
SparkNet 604 over 4 years ago
CaffeOnSpark 1,266 about 5 years ago
petuum/bosen 962 10 months ago

Awesome Caffe / 6. Tools / 6.9 Net Builder
pynetbuilder 328 about 8 years ago

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