| layout | category | title | date |
|---|---|---|---|
post |
deep_learning |
Deep Learning Applications |
2015-10-09 |
DeepPose: Human Pose Estimation via Deep Neural Networks
- intro: CVPR 2014
- arxiv: http://arxiv.org/abs/1312.4659
- slides: http://140.122.184.143/paperlinks/Slides/DeepPose_HumanPose_Estimation_via_Deep_Neural_Networks.pptx
- github: https://github.com/asanakoy/deeppose_tf
Heterogeneous multi-task learning for human pose estimation with deep convolutional neural network
Flowing ConvNets for Human Pose Estimation in Videos
- arxiv: http://arxiv.org/abs/1506.02897
- homepage: http://www.robots.ox.ac.uk/~vgg/software/cnn_heatmap/
- github: https://github.com/tpfister/caffe-heatmap
Sparseness Meets Deepness: 3D Human Pose Estimation from Monocular Video
- arxiv: http://arxiv.org/abs/1511.09439
- project page: https://fling.seas.upenn.edu/~xiaowz/dynamic/wordpress/monocular-human-pose/
- video: http://weibo.com/p/230444264a8772b7fff71cd23e40b8a88dcaad
Structured Feature Learning for Pose Estimation
- arxiv: http://arxiv.org/abs/1603.09065
- homepage: http://www.ee.cuhk.edu.hk/~xgwang/projectpage_structured_feature_pose.html
Convolutional Pose Machines
- arxiv: http://arxiv.org/abs/1602.00134
- github: https://github.com/shihenw/convolutional-pose-machines-release
- github(PyTorch): https://github.com/tensorboy/pytorch_Realtime_Multi-Person_Pose_Estimation
Model-based Deep Hand Pose Estimation
Stacked Hourglass Networks for Human Pose Estimation
- homepage: http://www-personal.umich.edu/~alnewell/pose/
- arxiv: http://arxiv.org/abs/1603.06937
- github: https://github.com/anewell/pose-hg-train
- demo: https://github.com/anewell/pose-hg-demo
Chained Predictions Using Convolutional Neural Networks
- intro: EECV 2016
- keywords: CNN, structured prediction, RNN, human pose estimation
- arxiv: http://arxiv.org/abs/1605.02346
DeeperCut: A Deeper, Stronger, and Faster Multi-Person Pose Estimation Model
Real-time Human Pose Estimation from Video with Convolutional Neural Networks
Region Ensemble Network: Improving Convolutional Network for Hand Pose Estimation
Binarized Convolutional Landmark Localizers for Human Pose Estimation and Face Alignment with Limited Resources
- project page: https://www.adrianbulat.com/binary-cnn-landmarks
- arxiv: https://www.arxiv.org/abs/1703.00862
Adversarial PoseNet: A Structure-aware Convolutional Network for Human Pose Estimation
- arxiv: https://arxiv.org/abs/1705.00389
- video: http://v.qq.com/x/page/c039862eira.html
- video: http://v.qq.com/x/page/f0398zcvkl5.html
- video: http://v.qq.com/x/page/w0398ei9m1r.html
A simple yet effective baseline for 3d human pose estimation
- intro: ICCV 2017
- arxiv: https://arxiv.org/abs/1705.03098
- github: https://github.com/una-dinosauria/3d-pose-baseline
Human Pose Detection Mining Body Language from Videos
OpenPose: A Real-Time Multi-Person Keypoint Detection And Multi-Threading C++ Library
- intro: OpenPose is a library for real-time multi-person keypoint detection and multi-threading written in C++ using OpenCV and Caffe
- github: https://github.com/CMU-Perceptual-Computing-Lab/openpose
Learning Feature Pyramids for Human Pose Estimation
Crossing Nets: Combining GANs and VAEs with a Shared Latent Space for Hand Pose Estimation
- intro: CVPR 2017
- arxiv: https://arxiv.org/abs/1702.03431
Multi-Context Attention for Human Pose Estimation
- intro: CVPR 2017
- arxiv: https://arxiv.org/abs/1702.07432
- github(Torch): https://github.com/bearpaw/pose-attention
Human Pose Estimation with TensorFlow
https://github.com/eldar/pose-tensorflow
Cascaded Pyramid Network for Multi-Person Pose Estimation
- intro: CVPR 2018. Tsinghua University & HuaZhong Univerisity of Science and Technology & Megvii Inc
- arxiv: https://arxiv.org/abs/1711.07319
- github(official): https://github.com/chenyilun95/tf-cpn
Integral Human Pose Regression
https://arxiv.org/abs/1711.08229
LSTM Pose Machines
- intro: SenseTime
- arxiv: https://arxiv.org/abs/1712.06316
Detect-and-Track: Efficient Pose Estimation in Videos
- intro: CVPR 2018. CMU & Facebook & Dartmouth
- intro: Ranked first in ICCV 2017 PoseTrack challenge (keypoint tracking in videos)
- project page: https://rohitgirdhar.github.io/DetectAndTrack/
- arxiv: https://arxiv.org/abs/1712.09184
- paper: http://openaccess.thecvf.com/content_cvpr_2018/papers/Girdhar_Detect-and-Track_Efficient_Pose_CVPR_2018_paper.pdf
- github: https://github.com/facebookresearch/DetectAndTrack/
DenseReg: Fully Convolutional Dense Shape Regression In-the-Wild
- intro: CVPR 2017
- project page: http://alpguler.com/DenseReg.html
- arxiv: https://arxiv.org/abs/1612.01202
- github: https://github.com/ralpguler/DenseReg
DenseReg: Fully Convolutional Dense Shape Regression In-the-Wild
https://arxiv.org/abs/1803.02188
DensePose: Dense Human Pose Estimation In The Wild
- intro: CVPR 2018. INRIA & Facebook AI Research
- project page: http://densepose.org/
- arxiv: https://arxiv.org/abs/1802.00434
- github(CaffeO2): https://github.com/facebookresearch/DensePose
LCR-Net++: Multi-person 2D and 3D Pose Detection in Natural Images
- intro: journal version of the CVPR 2017 paper
- arxiv: https://arxiv.org/abs/1803.00455
Deep Pose Consensus Networks
https://arxiv.org/abs/1803.08190
3D Human Pose Estimation in the Wild by Adversarial Learning
- intro: CVPR 2018
- arxiv: https://arxiv.org/abs/1803.09722
Multi-Scale Structure-Aware Network for Human Pose Estimation
https://arxiv.org/abs/1803.09894
Co-occurrence Feature Learning from Skeleton Data for Action Recognition and Detection with Hierarchical Aggregation
- intro: IJCAI 2018 oral. Hikvision Research Institute
- arxiv: https://arxiv.org/abs/1804.06055
Learning to Refine Human Pose Estimation
- intro: CVPRW (2018). Workshop: Visual Understanding of Humans in Crowd Scene and the 2nd Look Into Person Challenge (VUHCS-LIP)
- arxiv: https://arxiv.org/abs/1804.07909
Simple Baselines for Human Pose Estimation and Tracking
https://arxiv.org/abs/1804.06208
3D Human Pose Estimation with Relational Networks
https://arxiv.org/abs/1805.08961
Jointly Optimize Data Augmentation and Network Training: Adversarial Data Augmentation in Human Pose Estimation
- intro: CVPR 2018
- arxiv: https://arxiv.org/abs/1805.09707
RMPE: Regional Multi-person Pose Estimation
- intro: ICCV 2017
- project page: https://fang-haoshu.github.io/publications/rmpe/
- arxiv: https://arxiv.org/abs/1612.00137
- paper: http://openaccess.thecvf.com/content_ICCV_2017/papers/Fang_RMPE_Regional_Multi-Person_ICCV_2017_paper.pdf
- github(Caffe, official): https://github.com/MVIG-SJTU/RMPE
- github: https://github.com/Fang-Haoshu/RMPE
Pose Flow: Efficient Online Pose Tracking
https://arxiv.org/abs/1802.00977
AlphaPose: Multi-Person Pose Estimation System
- intro: an accurate multi-person pose estimation system
- project page: http://www.mvig.org/research/alphapose.html
Computing CNN Loss and Gradients for Pose Estimation with Riemannian Geometry
https://arxiv.org/abs/1805.01026
Bi-directional Graph Structure Information Model for Multi-Person Pose Estimation
https://arxiv.org/abs/1805.00603
MobilePose: Single Person Pose Estimation for Mobile Device
- intro: a Tiny PyTorch implementation of single person 2D pose estimation framework
- github: https://github.com/YuliangXiu/MobilePose-pytorch github: https://github.com/MVIG-SJTU/AlphaPose
PyTorch-Pose: A PyTorch toolkit for 2D Human Pose Estimation
- intro: a PyTorch implementation of the general pipeline for 2D single human pose estimation.
- github: https://github.com/bearpaw/pytorch-pose
POSETRACK CHALLENGE: ARTICULATED PEOPLE TRACKING IN THE WILD