FIGURE 1.

Comparison of pose estimation models. Upper-body posture annotations and their corresponding probability heatmaps using (a) a prepackaged model and (b) our patient-specific model. Both models were developed using the Caffe-Heatmap architecture. Our proposed framework accounts for variability in clinical environments to improve pose estimates and can be more confident and accurate than generalized methods. Subject 1 is depicted in these images.