A fencing scoring system may include a controller configured to output a signal indicative of a hit. The output signal may be in response to counts of edges of one or more oscillating signals having a variable frequency deviating from a threshold over a period. The counts may be of edges that are rising. The counts may be of edges that are falling. The counts may be of edges that are rising and falling. The frequency may be based on a capacitance of a circuit. A portion of the capacitance may be from a fencing equipment component. The equipment component may be a lamé. The equipment component may be a weapon.

A sports ball position reckoning system, comprising instrumentation in a sports ball that allows one or more players to be electronically located on a playing field or court each time a goal attempt is made. The instrumentation is configured to fit through the opening of an inflation port of the ball when the fill valve is removed. The system works in conjunction with a performance monitor system that detects ball interactions with a goal and is used to trigger the system to analyze the ball flight path just prior to the goal interaction. Player position is ascertained through the localization of the initial position of the ball's flight path. For multiple players, each player is pre-assigned a uniquely marked ball. The identity of the player who executed the attempt is determined through the player's association with the ball that executed the flight path towards the goal.

A method of generating an outcome for a sporting event is disclosed herein. A computing system retrieves tracking data from a data store. The computing system generates a predictive model using a deep neural network. The one or more neural networks of the deep neural network generates one or more embeddings comprising team-specific information and agent-specific information based on the tracking data. The computing system selects, from the tracking data, one or more features related to a current context of the sporting event. The computing system learns, by the deep neural network, one or more likely outcomes of one or more sporting events. The computing system receives a pre-match lineup for the sporting event. The computing system generates, via the predictive model, a likely outcome of the sporting event based on historical information of each agent for the home team, each agent for the away team, and team-specific features.

Systems and methods for sports analytics are disclosed. A system for evaluating athletic performance can include wearable sensor devices configured to be removably coupled to an athlete's body during athletic performance, and one or more equipment-mountable sensor devices configured to be coupled to reference objects adjacent to an athletic performance site such as a goal or equipment. A computing device can be communicatively coupled to the wearable sensor device(s) and the equipment-mountable sensor device(s). The computing device is configured to receive sensor data from each of the sensor device(s) and to determine at least one performance parameter.

Improvements regarding aspects of football are described, including with regard to tools and methods facilitating game and league play, as well as tools and methods for broadcast, including capture and presentation of broadcast for football.

Methods, systems, and apparatus, including computer programs encoded on computer storage media, for a sporting system. The sporting system includes a display screen, a plurality of sensors configured to generate sensor data regarding a sports attempt of a user, imaging devices configured to generate image data of the sports attempt, a speaker, and a control unit. The control unit can receive (i) the sensor data from the plurality of sensors and (ii) the image data from the imaging devices. Based on the received sensor data, the control unit can determine whether the sports attempt was successful. Based on the received image data and whether the sports attempt was successful, the control unit can generate analytics that indicate characteristics of the user and the sports attempt and recommendations for improving the sports attempt for subsequent sports attempts. The control unit can provide output data representing the analytics.

Methods, systems, and apparatus, including computer programs encoded on computer storage media, for a basketball backboard. The basketball backboard includes a display screen, a plurality of sensors configured to generate sensor data regarding a shot attempt of a user, imaging devices configured to generate image data of the shot attempt, a speaker, and a control unit. The control unit can receive (i) the sensor data from the plurality of sensors and (ii) the image data from the imaging devices. Based on the received sensor data, the control unit can determine whether the shot attempt was successful. Based on the received image data and whether the shot attempt was successful, the control unit can generate analytics that indicate characteristics of the user and the shot attempt and recommendations for improving the shot attempt for subsequent shot attempts. The control unit can provide output data representing the analytics.

The invention relates to social activities typically based on physical manipulation of objects to achieve an objective common to the participants or to allow participants to engage in distinct activities on a shared field of play, part of which is physical and part of which is virtual and rendered on one or more displays. The invention provides a system and method to enable multiple participants (users) to engage in the activity sequentially or simultaneously, based on the context and objectives of the game. The activity includes one or many shared physical environments modeled on a computing system and displayed, in high fidelity, by one or more projectors or screens.

Methods and apparatus for staging emulated live performance routine competitions. Various emulation methods and apparatus may allow for live conditions to be emulated even in the absence of actual staged live competition. Live performance routines may be recorded and stored as live performance routine data. Competition judging may be input and stored as competition judging input data. Data transformation processors may transform such data into live performance routine competition conditions emulated data that may emulate live performance routine competition conditions. Data may be aggregated into an emulated live performance routine competition for remote spectator access.

A golf analysis assistance apparatus includes an input/output unit, a golf course data storage unit, a player data storage unit, a target score acquisition unit configured to acquire a target score throughout a course, the target score being set by a player, and a control unit. The control unit is configured to obtain an optimal solution at each hole that enables achievement of the target score throughout the course, the target score being set by the player, based on golf course data and player data.