Human pose estimation models are relatively robust to single-step attacks, but heatmap-based and structure-aware models resist attacks better than direct-regression models, and universal perturbations can still break them.
In: Proceedings of the 29th International Conference on Machine Learning, ICML 2012, Edinburgh, Scotland, UK, June 26 - July 1, 2012
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On the Robustness of Human Pose Estimation
Human pose estimation models are relatively robust to single-step attacks, but heatmap-based and structure-aware models resist attacks better than direct-regression models, and universal perturbations can still break them.