Awesome Human Pose Estimation 

2018-10-08 11:02:35 

 

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A collection of resources on Human Pose Estimation.

Why awesome human pose estimation?

This is a collection of papers and resources I curated when learning the ropes in Human Pose estimation. I will be continuously updating this list with the latest papers and resources. If you want some theory on Human Pose Estimation, check out 

Contributing

If you think I have missed out on something (or) have any suggestions (papers, implementations and other resources), feel free to 

Feedback and contributions are welcome!

Table of Contents

Basics

Papers

2D Pose estimation

•  - Jain, A., Tompson, J., Andriluka, M., Taylor, G.W., & Bregler, C. (ICLR 2013)
•  - Toshev, A., & Szegedy, C. (CVPR 2014)
•  -  - Tompson, J., Jain, A., LeCun, Y., & Bregler, C. (NIPS 2014)
•  - Jain, A., Tompson, J., LeCun, Y., & Bregler, C. (ACCV 2014)
•  - Tompson, J., Goroshin, R., Jain, A., LeCun, Y., & Bregler, C (CVPR 2015)
•  -  - Pfister, T., Charles, J., & Zisserman, A. (ICCV 2015)
•  -  - Wei, S., Ramakrishna, V., Kanade, T., & Sheikh, Y. (CVPR 2016)
• -  Carreira, J., Agrawal, P., Fragkiadaki, K., & Malik, J. (CVPR 2016)
•  -  - Pishchulin, L., Insafutdinov, E., Tang, S., Andres, B., Andriluka, M., Gehler, P.V., & Schiele, B. (CVPR 2016)
•  -  - Insafutdinov, E., Pishchulin, L., Andres, B., Andriluka, M., & Schiele, B. (ECCV 2016)
•  -  - Newell, A., Yang, K., & Deng, J. (ECCV 2016)
•  -  - Chu, X., Yang, W., Ouyang, W., Ma, C., Yuille, A.L., & Wang, X. (CVPR 2017)
•  -  - Papandreou, G., Zhu, T., Kanazawa, N., Toshev, A., Tompson, J., Bregler, C., & Murphy, K.P. (CVPR 2017)
•  -  - Cao, Z., Simon, T., Wei, S., & Sheikh, Y. (CVPR 2017)
•  -  - Yang, W., Li, S., Ouyang, W., Li, H., & Wang, X. (ICCV 2017)
•  - Sun, K., Lan, C., Xing, J., Zeng, W., Liu, D., & Wang, J. (ICCV 2017)
•  - Chen, Y., Shen, C., Wei, X., Liu, L., & Yang, J. (ICCV 2017)
•  -  - Fang, H., Xie, S., & Lu, C. (ICCV 2017)
•  -  - Chou, C., Chien, J., & Chen, H. (ArXiv 2017)
•  -  - Belagiannis, V., & Zisserman, A. (FG 2017)
•  -  Ning, G., Zhang, Z., & He, Z. (IEEE Transactions on Multimedia 2018)
• - Xuecheng Nie, Jiashi Feng, Yiming Zuo, Shuicheng Yan (CVPR 2018)
•  -  - Yue Luo, Jimmy Ren, Zhouxia Wang, Wenxiu Sun, Jinshan Pan, Jianbo Liu, Jiahao Pang, Liang Lin (CVPR 2018)
•  -  - Bin, Xiao, Haiping Wu, Yichen Wei (ECCV 2018)

3D Pose estimation

•  - Li, S., & Chan, A.B. (ACCV 2014)
•  - Tekin, B., Katircioglu, I., Salzmann, M., Lepetit, V., & Fua, P. (BMVC 2016)
•  -  - Mehta, Dushyant et al. (SIGGRAPH 2017)
•  - Lin, M., Lin, L., Liang, X., Wang, K., & Cheng, H. (CVPR 2017)
•  - Tomè, D., Russell, C., & Agapito, L. (CVPR 2017)
•  -  - Pavlakos, G., Zhou, X., Derpanis, K.G., & Daniilidis, K. (CVPR 2017)
•  -  - Zhou, X., Huang, Q., Sun, X., Xue, X., & Wei, Y. (ICCV 2017)
•  - Martinez, J., Hossain, R., Romero, J., & Little, J.J. (ICCV 2017)
•  - Sun, X., Shang, J., Liang, S., & Wei, Y. (ICCV 2017)
•  - Mehta, D., Rhodin, H., Casas, D., Fua, P., Sotnychenko, O., Xu, W., & Theobalt, C. (3DV 2017)
•  - Yang, W., Ouyang, W., Wang, X., Ren, J.S., Li, H., & Wang, X. (2018)
•  - Wang, M., Chen, X., Liu, W., Qian, C., Lin, L., & Ma, L. (IJCAI 2018)
•  -  - Kanazawa, A., Black, M.J., Jacobs, D.W., & Malik, J. (CVPR 2018)
•  - Pavlakos, G., Zhu, L., Zhou, X., & Daniilidis, K. (CVPR 2018)
•  -  - Guler, R.A., Neverova, N., & Kokkinos, I. (ArXiv 2018)
•  -  - Omran, Mohamed and Lassner, Christoph and Pons-Moll, Gerard and Gehler, Peter V. and Schiele, Bernt (3DV 2018)
•  - Dabral, R., Mundhada, A., Kusupati, U., Afaque, S., Sharma, A., & Jain, A. (ECCV 2018)
•  -  - Sun, X., Xiao, B., Liang, S., & Wei, Y. (ECCV 2018)
•  - Neverova, N., Guler, R.A., & Kokkinos, I. (ECCV 2018)
•  -  - Rhodin, H., Salzmann, M., & Fua, P. (ECCV 2018)
•  -  - Varol, G., Ceylan, D., Russell, B., Yang, J., Yumer, E., Laptev, I., & Schmid, C. (ECCV 2018)

Person generation

•  -  - Ma, L., Jia, X., Sun, Q., Schiele, B., Tuytelaars, T., & Gool, L.V. (NIPS 2017)
•  - Lassner, C., Pons-Moll, G., & Gehler, P.V. (ICCV 2017)
•  -  - Siarohin, A., Sangineto, E., Lathuilière, S., & Sebe, N. (CVPR 2018)
•  - Neverova, N., Guler, R.A., & Kokkinos, I. (ECCV 2018)

Real-time pose estimation

•  -  - Cao, Z., Simon, T., Wei, S., & Sheikh, Y. (CVPR 2017)
•  -  - Mehta, Dushyant et al. (SIGGRAPH 2017)
•  -  - Fang, H., Xie, S., & Lu, C. (ICCV 2017)
•  -  - Guler, R.A., Neverova, N., & Kokkinos, I. (ArXiv 2018)

Datasets

2D

3D

Workshops

Blog posts

Popular implementations

PyTorch

TensorFlow

Torch

Others

Todo

•  Add basics
•  Add papers on Person Re-Identification
•  Add papers on Multi Person Pose estimation
•  Add a SOTA ranking

License

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