Abstract: An apparatus, a method, and a computer program product for gesture recognition. The apparatus classifies a gesture based on a movement of a body part as detected by a primary sensor. The apparatus determine a reliability level of a secondary sensor and obtains corroborating information associated with the movement of the body part using the secondary sensor when the reliability level satisfies a criterion. The apparatus then confirms or negates the classification of the gesture based on the corroborating information. The secondary sensor may be a sensor already known to the apparatus, i.e., the sensor is currently being worn by the user, or it may be a sensor that is worn by a user at a later time. In the latter case, the apparatus detects for the presence of a new sensor, determines the gesture recognition capabilities of the new sensor and integrates the new sensor into the gesture recognition process.

Abstract: Methods, systems, and devices are described for identifying and determining quantity data for consumable items from a plurality of weight sensing devices. A consumption metric for the consumable items is determined based on the identification and quantity data. Consumption-related information is provided based on the consumption metric. Consumption-related information may be used for a number of purposes, including for providing aggregate consumption information to suppliers, and health advice and recipes to users, for example.

Abstract: An apparatus, a method, and a computer program product for gesture recognition. The apparatus classifies a gesture based on a movement of a body part as detected by a primary sensor. The apparatus determine a reliability level of a secondary sensor and obtains corroborating information associated with the movement of the body part using the secondary sensor when the reliability level satisfies a criterion. The apparatus then confirms or negates the classification of the gesture based on the corroborating information. The secondary sensor may be a sensor already known to the apparatus, i.e., the sensor is currently being worn by the user, or it may be a sensor that is worn by a user at a later time. In the latter case, the apparatus detects for the presence of a new sensor, determines the gesture recognition capabilities of the new sensor and integrates the new sensor into the gesture recognition process.

Abstract: Methods and apparatus are provided for determining room dimensions and layout. A method includes receiving an audio signal from at least one other detection apparatus. The method includes determining a spatial orientation of a detection apparatus along a substantially planar surface. The method includes calculating at least one dimension along the planar surface based in part on the received audio signal and the determined spatial orientation of the detection apparatus. Methods and apparatus are provided for determining room layout. The method includes detecting a mobile object in a first room. The method includes receiving an indication of detection of the mobile object in a second room subsequent to the detection in the first room. The method includes providing an indication that the first and second rooms are adjacent rooms based on the detection of the mobile object in the second room subsequent to the detection in the first room.

Abstract: Methods and apparatus are provided for configuring control of an automation system for a home or other space, using audio input to a controller. Activation of an appliance in the automation system initiates the providing of the capabilities of the appliance to the controller and a data collection process via an audible interface. Audible user input is converted to an audio signal, and then processed by the controller to determine control input for the appliance. The audible input may also be used for user authentication. Subsequently, the controller controls the appliance based on the control input.

Abstract: Methods, systems, and devices are described for identifying and determining quantity data for consumable items from a plurality of weight sensing devices. A consumption metric for the consumable items is determined based on the identification and quantity data. Consumption-related information is provided based on the consumption metric. Consumption-related information may be used for a number of purposes, including for providing aggregate consumption information to suppliers, and health advice and recipes to users, for example.