Privacy-Preserving Body Composition Estimation
Creating a pipeline to estimate human body composition from silhouettes under privacy constraints using transfer learning, hyperparameter tuning, and 3-D reconstruction under supervision of Dr. Shivang Agarwal.
# 3D Silhouette Reconstruction
def estimate_body_composition(silhouette_2d):
params = smpl_estimator.predict(silhouette_2d)
mesh_3d = smpl_model.get_vertices(params)
return optimize_privacy_constraints(mesh_3d)