Abstract: The need for a cleaning product comprising a spray dispenser and a cleaning composition suitable for washing dishes which provides effective removal of both crystalline and polymerised grease, even at low surfactant and solvent levels, while also requiring less time and effort to clean and especially to rinse the dishes, regardless of hardness of the water used, is met by formulating the cleaning composition with a surfactant system comprising a non-alkoxylated esteramine.

Abstract: The need for a liquid detergent composition for washing dishes which provides effective removal of both crystalline and polymerised grease, while requiring less time and effort to clean and rinse the dishes, is met when the composition is formulated with a surfactant system comprising an anionic surfactant, a co-surfactant, and a non-alkoxylated esteramine.

Abstract: Provided herein are systems and methods for implementing a video surveillance system. In one or more examples, the improved system can include a video managing system that applies one or more watchlists, to video footage captured by surveillance cameras to apply one or more processing policies indicated by the one or more watchlists. In some embodiments, a watchlist may indicate a plurality of events of interest (e.g., specific classes of objects, a presence of one or more persons, or one or more persons of interest, etc.) that should be detected from video footage. Through these mechanisms, video processing can be increased since the types of events of interest that need to be detected within the video footage are reduced. Non-transitory storage requirements are reduced, and human labor requirements to monitor, analyze, and review video surveillance footage is reduced.

Abstract: Provided herein are systems and methods for automatically limiting video surveillance collection to authorized uses and authorized users. To achieve this control, the authorization system can be configured to manage and secure a plurality of crypto keys associated with encrypting a plurality of corresponding video footages and release a crypto key for a video footage at approved times to limit user access to the video footage. In particular, the surveillance system can generate a video collection including a copy of portions of a received video footage that include one or more approved events from a watchlist of a user. Thereafter, the video footage can be encrypted by a first key managed by the authorization system and prevents the user from accessing video content of the video footage once encrypted. Accordingly, the user may be limited to accessing the video collection and not all the portions in the encrypted video footage.

Abstract: In one embodiment, a device obtains input features for a neural network-based model. The device pre-defines a set of neurons of the model to represent known behaviors associated with the input features. The device constrains weights for a plurality of outputs of the model. The device trains the neural network-based model using the constrained weights for the plurality of outputs of the model and by excluding the pre-defined set of neurons from updates during the training.

Abstract: The present disclosure relates to water-soluble unit dose articles made from a combination of chemically different water-soluble films and containing household care compositions that are at least partially enclosed by the water-soluble films in at least one compartment.