Paper:
Chen, Xianjie, and Alan L. Yuille. “Articulated pose estimation by a graphical model with image dependent pairwise relations.” Advances in neural information processing systems. 2014.
Paper:
Chen, Xianjie, and Alan L. Yuille. “Articulated pose estimation by a graphical model with image dependent pairwise relations.” Advances in neural information processing systems. 2014.
Paper:
Sun, Xiao, et al. “Compositional human pose regression.” The IEEE International Conference on Computer Vision (ICCV). Vol. 2. 2017.
Key: Structure-aware
Paper:
Liang, Guoqiang, et al. “A limb-based graphical model for human pose estimation.” IEEE Transactions on Systems, Man, and Cybernetics: Systems (2017).
Paper:
Newell, Alejandro, Zhiao Huang, and Jia Deng. “Associative embedding: End-to-end learning for joint detection and grouping.” Advances in Neural Information Processing Systems. 2017.
Paper:
Papandreou, George, et al. “Towards accurate multiperson pose estimation in the wild.” arXiv preprint arXiv:1701.01779 8 (2017).
key:
ResNet for keypoint, heatmap and offset
Paper:
Chen, Yu, et al. “Adversarial posenet: A structure-aware convolutional network for human pose estimation.” CoRR, abs/1705.00389 2 (2017).
Paper:
Cao, Zhe, et al. “Realtime multi-person 2d pose estimation using part affinity fields.” CVPR. Vol. 1. No. 2. 2017.
Paper:
Rogez, Grégory, and Cordelia Schmid. “Mocap-guided data augmentation for 3d pose estimation in the wild.” Advances in Neural Information Processing Systems. 2016.
Key:
Dummy human pose for augmentation
Paper:
Newell, Alejandro, Kaiyu Yang, and Jia Deng. “Stacked hourglass networks for human pose estimation.” European Conference on Computer Vision. Springer, Cham, 2016.
Summary:
Architecture, intermediate supervision, multi-scale feature learning, small number of parameters
Monday, January 8, 2018 2:01 AM
Paper:
Fragkiadaki, Katerina, et al. “Recurrent network models for human dynamics.” Proceedings of the IEEE International Conference on Computer Vision. 2015.