This disclosure is directed to an activity classifier system, for classifying human activities using 2D skeleton data. The system includes a skeleton preprocessor that transforms the 2D skeleton data into transformed skeleton data, the transformed skeleton data comprising scaled, relative joint positions and relative joint velocities. It also includes a gesture classifier comprising a first recurrent neural network that receives the transformed skeleton data, and is trained to identify the most probable of a plurality of gestures. There is also an action classifier comprising a second recurrent neural network that receives information from the first recurrent neural networks and is trained to identify the most probable of a plurality of actions.

An anti-theft pocket insert designed to prevent a pickpocket from stealing items stored within a traditional pocket. The anti-theft pocket insert includes a first fabric member having a front surface and a rear surface. A second fabric member is affixed to the front surface of the first fabric member such that a compartment having an interior volume designed to hold a passport or wallet is formed. An upper side of the second fabric member is not affixed to the first fabric member such that an opening in communication with the interior volume is formed. Further, the first fabric member is greater in length than the second fabric member such that a top edge of the first fabric member overhangs the opening. In this way, a user is able to store items inside the anti-theft pocket insert and place the insert within a pocket to prevent pickpockets from stealing the items.

An accessory for a mobile electronic device includes a platform and a wallet. The platform is adapted to be attached to the mobile electronic device or a case for the mobile electronic device. The wallet is removably attached to the platform and configured to hold one or more objects associated with a user of the accessory.

In various embodiments, a carry (or carrying) bag is provided that includes an interior, substantially cut-resistant security panel assembly with a matrix of wires secured between or on one or more flexible material layers. Also in various embodiments, the security panel assembly may be positioned intermediate the bag outside wall and a lining of the bag, and in other embodiments, may also take the form of an expansion panel. Second or secondary locking fasteners are also provided to lock first or primary fasteners to or within the carrying bag, to provide security for compartments and pockets. A strap with one or more security cables, and various locking fasteners, may be attached to the carry bag. Methods for forming such security panel assemblies, expansion panels, and carrying straps are also disclosed.

A wallet includes a wallet body and an accommodating pocket which is coupled on the wallet body for accommodating the anti-lost tag. The accommodating pocket has a pocket opening, the wallet includes a switch control mechanism which is disposed at the pocket opening to allow the pocket opening to be switched between a first state to allow the anti-lost tat to enter and exit the accommodating pocket and a second state in which the anti-lost tag is blocked from entering and exiting the accommodating pocket through the pocket opening.

A holder for a wirelessly locatable tag may include a snap assembly coupling a first element of the holder to a second element of the holder thereby securing the wirelessly locatable tag within a recess of the holder, the snap assembly including a male assembly having a protrusion component, a female assembly defining an opening that is configured to receive the protrusion component, a groove defined in one of either the male assembly or the female assembly, a compression ring positioned in the groove and configured to retain the male assembly to the female assembly, and a compliant member positioned in the groove and providing a biasing force on the compression ring.

The present invention provides a multiple sensors-based flexible anti-theft system, and a security travel bag and an anti-sexual assault garment using flexible anti-theft system. The flexible anti-theft system will not falsely trigger an alarm due to the overall motion or acceleration changes of a transport vehicle, and can effectively prevent personal articles in a suitcase or bag from theft. The flexible anti-theft system comprises: a multi-sensor module configured to correspondingly attach multiple motion sensors to multiple positions of the flexible material; a microprocessor module configured to receive output information from the multiple motion sensors and deduce, according to the output information, whether the flexible material undergoes abnormal movement; an alarm module configured to send out an alarm according to a judgment result of the microprocessor module; and a user identity authentication and working mode switching module connected with the microprocessor module.

An apparatus and method of making the same is presented. The apparatus may comprise a front portion comprising a front exterior panel and a front interior panel, a back portion comprising a back exterior panel and a back interior panel, the back connected along two sides of the back exterior panel to two corresponding sides of the front exterior panel; and a closure part connecting the non-connected sides of the front exterior panel and the back exterior panel. The front interior panel and the back exterior panel may each comprise a slit opening for a pocket. The closure part may comprise a zipper having a key tab. The apparatus may comprise an RF blocking material. The front may further comprise a flat portion having embossed text, and may also comprise a key chain band. The apparatus may be a wallet, handbag, or other luxury accessory, and/or a wearable item.