In the world of medical imaging, detecting standard planes in fetal ultrasounds is crucial. This process can be tricky due to the varying quality of data from different sources. The challenge is even greater when dealing with noisy labels and differing amounts of data from various clients. The goal is to improve the learning process in a way that respects privacy. On...

Face recognition uses lock down" lock down" information about people. This wasn\\t good news, we need a better way. It\\s never a breeze to use homomorphic encryption. The HE_FaceNet scheme is equipped with some amazing shutters. It looks at the multimedia without actually seeing it. HE can't make sense of the facial features it\\s just a mess. The HE featur...