Deep Residual Networks
Deep Residual Learning for Image Recognition
https://github.com/KaimingHe/deep-residual-networks
Identity Mappings in Deep Residual Networks (by Kaiming He)
arxiv: http://arxiv.org/abs/1603.05027
github: https://github.com/KaimingHe/resnet-1k-layers
github: https://github.com/bazilas/matconvnet-ResNet
github: https://github.com/FlorianMuellerklein/Identity-Mapping-ResNet-Lasagne
Wide Residual Networks
arxiv: http://arxiv.org/abs/1605.07146
github: https://github.com/szagoruyko/wide-residual-networks
github: https://github.com/asmith26/wide_resnets_keras
Inception-V4, Inception-Resnet And The Impact Of Residual Connections On Learning (Workshop track - ICLR 2016)
intro: “achieve 3.08% top-5 error on the test set of the ImageNet classification (CLS) challenge”
arxiv: http://arxiv.org/abs/1602.07261
paper: http://beta.openreview.net/pdf?id=q7kqBkL33f8LEkD3t7X9
github: https://github.com/lim0606/torch-inception-resnet-v2
Object detection
Object detection via a multi-region & semantic segmentation-aware CNN model
https://github.com/gidariss/mrcnn-object-detection
DeepBox: Learning Objectness with Convolutional Networks ICCV2015
proposal re-ranker
https://github.com/weichengkuo/DeepBox
Object-Proposal Evaluation Protocol is ‘Gameable’ 好多 Proposal 代码
https://github.com/batra-mlp-lab/object-proposals
Fast R-CNN
https://github.com/rbgirshick/fast-rcnn
Faster R-CNN: Towards Real-Time Object Detection with Region Proposal Networks
https://github.com/ShaoqingRen/faster_rcnn MATLAB
https://github.com/rbgirshick/py-faster-rcnn Python
YOLO : Real-Time Object Detection
http://pjreddie.com/darknet/yolo/
https://github.com/pjreddie/darknet
SSD: Single Shot MultiBox Detector 比Faster R-CNN又快又好啊！
https://github.com/weiliu89/caffe/tree/ssd
A Unified Multi-scale Deep Convolutional Neural Network for Fast Object Detection
https://github.com/zhaoweicai/mscnn
Image Question Answering
Stacked Attention Networks for Image Question Answering CVPR2016
https://github.com/zcyang/imageqa-san
Image Question Answering using Convolutional Neural Networ with Dynamic Parameter Prediction CVPR2016
项目网页
http://cvlab.postech.ac.kr/research/dppnet/
开源代码
https://github.com/HyeonwooNoh/DPPnet
**场景识别：
**
SegNet: A Deep Convolutional Encoder-Decoder Architecture for Robust
Semantic Pixel-Wise Labelling
https://github.com/alexgkendall/caffe-segnet
Tracking:
Learning to Track: Online Multi-Object Tracking by Decision Making ICCV2015
使用 Markov Decision Processes 做跟踪，速度可能比较慢,效果应该还可以
https://github.com/yuxng/MDP_Tracking
Fully-Convolutional Siamese Networks for Object Tracking
http://www.robots.ox.ac.uk/~luca/siamese-fc.html
Car detection:
Integrating Context and Occlusion for Car Detection by Hierarchical And-or Model ECCV2014
http://www.stat.ucla.edu/~boli/projects/context_occlusion/context_occlusion.html
Face detection
人脸检测2015进展：http://www.cvrobot.net/latest-progress-in-face-detection-2015/
Face detection without bells and whistles
project：http://markusmathias.bitbucket.org/2014_eccv_face_detection/
Code：https://bitbucket.org/rodrigob/doppia
Talk： http://videolectures.net/eccv2014_mathias_face_detection/ （不错的报告）
From Facial Parts Responses to Face Detection: A Deep Learning Approach ICCV2015 email to get code and model
http://personal.ie.cuhk.edu.hk/~ys014/projects/Faceness/Faceness.html
A Fast and Accurate Unconstrained Face Detector 2015 PAMI
简单 快速 有效
http://www.cbsr.ia.ac.cn/users/scliao/projects/npdface/
Face Alignment
Face Alignment by Coarse-to-Fine Shape Searching
http://mmlab.ie.cuhk.edu.hk/projects/CFSS.html
High-Fidelity Pose and Expression Normalization for Face Recognition
in the Wild
http://www.cbsr.ia.ac.cn/users/xiangyuzhu/projects/HPEN/main.htm
Face Recognition
Deep face recognition
http://www.robots.ox.ac.uk/~vgg/software/vgg_face/
Do We Really Need to Collect Millions of Faces for Effective Face Recognition?
http://www.openu.ac.il/home/hassner/projects/augmented_faces/
Person Re-identification :
Person Re-identification Results
http://www.ssig.dcc.ufmg.br/reid-results/#ref35VIPER
Learning a Discriminative Null Space for Person Re-identification
code http://www.eecs.qmul.ac.uk/~lz/
Query-Adaptive Late Fusion for Image Search and Person Re-identification
CVPR2015
http://www.liangzheng.com.cn/Project/project_fusion.html
Efficient Person Re-identification by Hybrid Spatiogram and Covariance Descriptor CVPR2015 Workshops
https://github.com/Myles-ZMY/HSCD
Person Re-Identification by Iterative Re-Weighted Sparse Ranking PAMI 2015
http://www.micc.unifi.it/masi/code/isr-re-id/ 没有特征提取代码
Person re-identification by Local Maximal Occurrence representation and metric learning CVPR2015
http://www.cbsr.ia.ac.cn/users/scliao/projects/lomo_xqda/
Head detection
Context-aware CNNs for person head detection
Matlab code & dataset avaiable
http://www.di.ens.fr/willow/research/headdetection/
Pedestrian detection
Pedestrian Detection with Spatially Pooled Features and Structured Ensemble Learning PAMI 2015
Strengthening the Effectiveness of Pedestrian Detection with Spatially Pooled Features ECCV2014
https://github.com/chhshen/pedestrian-detection
Is Faster R-CNN Doing Well for Pedestrian Detection
Matlab 代码 ：https://github.com/zhangliliang/RPN_BF/tree/RPN-pedestrian
Deep Learning
Deeply Learned Attributes for Crowded Scene Understanding
https://github.com/amandajshao/www_deep_crowd
http://www.ee.cuhk.edu.hk/~jshao/WWWCrowdDataset.html
Quantized Convolutional Neural Networks for Mobile Devices
https://github.com/jiaxiang-wu/quantized-cnn
Human Pose Estimation
DeepPose: Human Pose Estimation via Deep Neural Networks， CVPR2014
https://github.com/mitmul/deeppose not official implementation
Articulated Pose Estimation by a Graphical Model with Image Dependent Pairwise Relations NIPS 2014
http://www.stat.ucla.edu/~xianjie.chen/projects/pose_estimation/pose_estimation.html
Learning Human Pose Estimation Features with Convolutional Networks
https://github.com/stencilman/deep_nets_iclr04
Flowing ConvNets for Human Pose Estimation in Videos
http://www.robots.ox.ac.uk/~vgg/software/cnn_heatmap/
杂项
Unsupervised Learning of Visual Representations using Videos 很有前途啊！
https://github.com/xiaolonw/caffe-video_triplet
Learning Deep Representations of Fine-Grained Visual Descriptions
https://github.com/reedscot/cvpr2016
Fast Detection of Curved Edges at Low SNR
http://www.wisdom.weizmann.ac.il/~yehonato/projectPage.html
Unsupervised Processing of Vehicle Appearance for Automatic Understanding in Traffic Surveillance
Image Retrieval
Learning Compact Binary Descriptors with Unsupervised Deep Neural Networks
https://github.com/kevinlin311tw/cvpr16-deepbit
Deep Supervised Hashing for Fast Image Retrieval
https://github.com/lhmRyan/deep-supervised-hashing-DSH
Bit-Scalable Deep Hashing with Regularized Similarity Learning for Image Retrieval and Person Re-identification
https://github.com/ruixuejianfei/BitScalableDeepHash
数据库
MPII Human Pose Dataset
http://human-pose.mpi-inf.mpg.de/#overview
- WIDER FACE: A Face Detection Benchmark 数据库
- http://mmlab.ie.cuhk.edu.hk/projects/WIDERFace/
DPM
将voc-release4.0.1 Linux 转到windows
http://blog.csdn.net/masibuaa/article/details/17577195
开源车牌识别代码
支持美国和欧洲车牌
http://www.openalpr.com
文字识别
https://github.com/MichalBusta/FASText
FASText: Efficient Unconstrained Scene Text Detector