Abstract: Provided are a self-improving object recognition method and system through image capture. The object recognition method includes: collecting a first captured image through a user terminal; predicting image capturing conditions of the first captured image; verifying the first captured image using the predicted image capturing conditions and adding the first captured image to a verified dataset; training an object recognition model using the verified dataset; and acquiring a recognition result of an object indicated by a second captured image using the trained object recognition model.

Abstract: The present disclosure relates generally to methods, apparatus and systems for beneficial administration of directed energy to target locations on subject. In some implementations, the directed energy is administered at or near the surface of the body and includes one or more forms of energy including but not limited to visible light, infrared light (IR), near infrared light (NIR), electromagnetic fields (EMF, whether pulsed, repetitive, or static), millimeter wave (MW), ultrasound (US) or other therapeutic wavelengths and/or energy forms.

Abstract: Disclosed is an apparatus for providing cranial therapeutic administration of directed energy. The apparatus may include an energy emission device positionable proximate to a surface of the subject's cranium. Further, the apparatus may include multiple energy portals in communication with any of a variety of suitable sources of directed energy. The multiple energy portals are capable of emitting directed energy directed towards the subject's cranium.