人体姿态估计资源大列表（Human Pose Estimation）- 专知

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人体姿态估计资源大列表（Human Pose Estimation）

专知出品

【导读】给定一幅图像或一段视频，人体姿态识别就是去恢复其中人体关节点位置的过程。这篇推送总结了近几年来人体姿态估计的论文列表~ 欢迎查看！

基础：

Human Pose Estimation 101

https://github.com/cbsudux/Human-Pose-Estimation-101

论文：

2D姿态估计

Learning Human Pose Estimation Features with Convolutional Networks - Jain, A., Tompson, J., Andriluka, M., Taylor, G.W., & Bregler, C. (ICLR 2013)
DeepPose: Human Pose Estimation via Deep Neural Networks - Toshev, A., & Szegedy, C. (CVPR 2014)
Joint Training of a Convolutional Network and a Graphical Model for Human Pose Estimation - [CODE] - Tompson, J., Jain, A., LeCun, Y., & Bregler, C. (NIPS 2014)
MoDeep: A Deep Learning Framework Using Motion Features for Human Pose Estimation - Jain, A., Tompson, J., LeCun, Y., & Bregler, C. (ACCV 2014)
Efficient Object Localization Using Convolutional Networks - Tompson, J., Goroshin, R., Jain, A., LeCun, Y., & Bregler, C (CVPR 2015)
Flowing ConvNets for Human Pose Estimation in Videos - [CODE] - Pfister, T., Charles, J., & Zisserman, A. (ICCV 2015)
Convolutional Pose Machines - [CODE] - Wei, S., Ramakrishna, V., Kanade, T., & Sheikh, Y. (CVPR 2016)
Human Pose Estimation with Iterative Error Feedback- [CODE] Carreira, J., Agrawal, P., Fragkiadaki, K., & Malik, J. (CVPR 2016)
DeepCut: Joint Subset Partition and Labeling for Multi Person Pose Estimation - [CODE] - Pishchulin, L., Insafutdinov, E., Tang, S., Andres, B., Andriluka, M., Gehler, P.V., & Schiele, B. (CVPR 2016)
DeeperCut: A Deeper, Stronger, and Faster Multi-Person Pose Estimation Model - [CODE1][CODE2] - Insafutdinov, E., Pishchulin, L., Andres, B., Andriluka, M., & Schiele, B. (ECCV 2016)
Stacked Hourglass Networks for Human Pose Estimation - [CODE] - Newell, A., Yang, K., & Deng, J. (ECCV 2016)
Multi-context Attention for Human Pose Estimation - [CODE] - Chu, X., Yang, W., Ouyang, W., Ma, C., Yuille, A.L., & Wang, X. (CVPR 2017)
Towards Accurate Multi-person Pose Estimation in the Wild - [CODE] - Papandreou, G., Zhu, T., Kanazawa, N., Toshev, A., Tompson, J., Bregler, C., & Murphy, K.P. (CVPR 2017)
Realtime Multi-person 2D Pose Estimation Using Part Affinity Fields - [CODE] - Cao, Z., Simon, T., Wei, S., & Sheikh, Y. (CVPR 2017)
Learning Feature Pyramids for Human Pose Estimation - [CODE] - Yang, W., Li, S., Ouyang, W., Li, H., & Wang, X. (ICCV 2017)
Human Pose Estimation Using Global and Local Normalization - Sun, K., Lan, C., Xing, J., Zeng, W., Liu, D., & Wang, J. (ICCV 2017)
Adversarial PoseNet: A Structure-Aware Convolutional Network for Human Pose Estimation - Chen, Y., Shen, C., Wei, X., Liu, L., & Yang, J. (ICCV 2017)
RMPE: Regional Multi-person Pose Estimation - [CODE1][CODE2] - Fang, H., Xie, S., & Lu, C. (ICCV 2017)
Self Adversarial Training for Human Pose Estimation - [CODE1][CODE2] - Chou, C., Chien, J., & Chen, H. (ArXiv 2017)
Recurrent Human Pose Estimation - [CODE] - Belagiannis, V., & Zisserman, A. (FG 2017)
Knowledge-Guided Deep Fractal Neural Networks for Human Pose Estimation - [CODE] Ning, G., Zhang, Z., & He, Z. (IEEE Transactions on Multimedia 2018)
Human Pose Estimation with Parsing Induced Learner- Xuecheng Nie, Jiashi Feng, Yiming Zuo, Shuicheng Yan (CVPR 2018)
LSTM Pose Machines - [CODE] - Yue Luo, Jimmy Ren, Zhouxia Wang, Wenxiu Sun, Jinshan Pan, Jianbo Liu, Jiahao Pang, Liang Lin (CVPR 2018)

3D姿态估计

3D Human Pose Estimation from Monocular Images with Deep Convolutional Neural Network - Li, S., & Chan, A.B. (ACCV 2014)
Structured Prediction of 3D Human Pose with Deep Neural Networks - Tekin, B., Katircioglu, I., Salzmann, M., Lepetit, V., & Fua, P. (BMVC 2016)
VNect: Real-time 3D Human Pose Estimation with a Single RGB Camera - [CODE] - Mehta, Dushyant et al. (SIGGRAPH 2017)
Recurrent 3D Pose Sequence Machines - Lin, M., Lin, L., Liang, X., Wang, K., & Cheng, H. (CVPR 2017)
Lifting from the Deep: Convolutional 3D Pose Estimation from a Single Image - Tomè, D., Russell, C., & Agapito, L. (CVPR 2017)
Coarse-to-Fine Volumetric Prediction for Single-Image 3D Human Pose - [CODE] - Pavlakos, G., Zhou, X., Derpanis, K.G., & Daniilidis, K. (CVPR 2017)
Towards 3D Human Pose Estimation in the Wild: a Weakly-supervised Approach - [CODE] - Zhou, X., Huang, Q., Sun, X., Xue, X., & Wei, Y. (ICCV 2017)
A Simple Yet Effective Baseline for 3d Human Pose Estimation - Martinez, J., Hossain, R., Romero, J., & Little, J.J. (ICCV 2017)
Compositional Human Pose Regression - Sun, X., Shang, J., Liang, S., & Wei, Y. (ICCV 2017)
Monocular 3D Human Pose Estimation In The Wild Using Improved CNN Supervision - Mehta, D., Rhodin, H., Casas, D., Fua, P., Sotnychenko, O., Xu, W., & Theobalt, C. (3DV 2017)
3D Human Pose Estimation in the Wild by Adversarial Learning - Yang, W., Ouyang, W., Wang, X., Ren, J.S., Li, H., & Wang, X. (2018)
End-to-end Recovery of Human Shape and Pose - [CODE] - Kanazawa, A., Black, M.J., Jacobs, D.W., & Malik, J. (CVPR 2018)
Learning to Estimate 3D Human Pose and Shape from a Single Color Image - Pavlakos, G., Zhu, L., Zhou, X., & Daniilidis, K. (CVPR 2018)
Dense Human Pose Estimation In The Wild - [CODE] - Guler, R.A., Neverova, N., & Kokkinos, I. (ArXiv 2018)
Neural Body Fitting: Unifying Deep Learning and Model-Based Human Pose and Shape Estimation - [CODE] - Omran, Mohamed and Lassner, Christoph and Pons-Moll, Gerard and Gehler, Peter V. and Schiele, Bernt (3DV 2018)
Learning 3D Human Pose from Structure and Motion - Dabral, R., Mundhada, A., Kusupati, U., Afaque, S., Sharma, A., & Jain, A. (ECCV 2018)
Integral Human Pose Regression - [CODE] - Sun, X., Xiao, B., Liang, S., & Wei, Y. (ECCV 2018)
Dense Pose Transfer - Neverova, N., Guler, R.A., & Kokkinos, I. (ECCV 2018)
Unsupervised Geometry-Aware Representation for 3D Human Pose Estimation - [CODE] - Rhodin, H., Salzmann, M., & Fua, P. (ECCV 2018)
BodyNet: Volumetric Inference of 3D Human Body Shapes - [CODE] - Varol, G., Ceylan, D., Russell, B., Yang, J., Yumer, E., Laptev, I., & Schmid, C. (ECCV 2018)

人物生成

Pose Guided Person Image Generation - [CODE] - Ma, L., Jia, X., Sun, Q., Schiele, B., Tuytelaars, T., & Gool, L.V. (NIPS 2017)
A Generative Model of People in Clothing - Lassner, C., Pons-Moll, G., & Gehler, P.V. (ICCV 2017)
Deformable GANs for Pose-based Human Image Generation - [CODE] - Siarohin, A., Sangineto, E., Lathuilière, S., & Sebe, N. (CVPR 2018)
Dense Pose Transfer - Neverova, N., Guler, R.A., & Kokkinos, I. (ECCV 2018)

实时姿态估计

Realtime Multi-person 2D Pose Estimation Using Part Affinity Fields - [CODE] - Cao, Z., Simon, T., Wei, S., & Sheikh, Y. (CVPR 2017)
VNect: Real-time 3D Human Pose Estimation with a Single RGB Camera - [CODE] - Mehta, Dushyant et al. (SIGGRAPH 2017)
RMPE: Regional Multi-person Pose Estimation - [CODE1][CODE2] - Fang, H., Xie, S., & Lu, C. (ICCV 2017)
Dense Human Pose Estimation In The Wild - [CODE] - Guler, R.A., Neverova, N., & Kokkinos, I. (ArXiv 2018)