Abstract: A method for generating program code which, when executed on a hardware platform, creates a neural network having a given architecture. In the method: for at least one layer and/or group of neurons, a non-linear activation function of the neurons in that layer and/or group is ascertained from the given architecture; possible values that can be assumed by the activation function are precalculated and stored in a lookup table; program code is generated which, for all neurons in the layer and/or group respectively: aggregates the inputs of the respective neuron to form an argument of the activation function in accordance with the given architecture, ascertains an index from this argument, under which the associated value of the activation function is stored in the lookup table for the respective layer or group, and ascertains the output of the neuron by retrieving the value from the lookup table with this index.

Abstract: A method for providing a neural network on a data processing device. The method includes: ascertaining, from a set of implementation variants of the neural network, a subset with a plurality of implementation variants of the neural network, wherein each implementation variant of the subset cannot be improved with respect to any of main memory requirement, non-volatile memory requirement, and execution time, when executed on the data processing device, without impairing at least one of the other two, and the subset for each of main memory requirement, non-volatile memory requirement and execution time, when executed on the data processing device, contains at least one particular implementation variant that is optimal in this respect from the set of implementation variants; selecting one of the ascertained implementation variants according to a user input that specifies a selection from the subset; and storing the selected implementation variant in the data processing device.

Abstract: A computer-implemented method, includes: providing temporally sequential global traffic scenarios as temporally sequential frames in a global coordinate system; characterizing all objects in the global traffic scenarios with various markers; determining the ego pose of the ego vehicle in the temporally sequential frame; transforming each of the frames with the marked objects on the basis of the determined ego pose into a local coordinate system as a local traffic scenario, wherein the transformed frames up to a first point in time used as historic frames, and the transformed frames from the first point in time up to a second point in time used as ground truth frames; and training the machine learning process on the basis of the historic frames (1a, . . . ,1e) for determining future local traffic scenarios up to a second point in time as future frames and comparing the future frames with the corresponding ground truth frames (2a, . . . ,2e).

Abstract: Provided are systems and methods for producing seamless woven materials that are variable in each of their 3 dimensions. The systems and methods generally operate by altering heddle positions independently to impart three dimensional structure to a woven fabric. Weft yarn is woven into a set of warp yarns that have been individually raised or lowered along a particular cross section, essentially locking the weave into an intended 3 dimensional form.

Abstract: method for querying a data storage includes receiving queries for execution in the data storage, and deriving from the queries one or more table-scans over one or more tables of the data storage. Candidate sparse indexes, for pruning the table-scans, are specified based on the queries. Pruning-power measures, indicative of as effectiveness of the candidate sparse indexes in pruning the table-scans, are evaluated. One or more of the candidate sparse indexes are converted into actual sparse indexes, depending on the pruning-power measures. The queries are executed by performing the table-scans, including pruning the table-scans using the actual sparse indexes.

Abstract: In a method for operating a household steam treatment appliance which includes an evaporator with a heatable water holding chamber and a fill level sensor with at least two measurement electrodes, which are disposed over one another at a distance from each other in the heatable water holding chamber, a water detection measured value provided for indicating wetting of the at least two measurement electrodes with water introduced into the water holding chamber is adapted in an adaptation process to an electrical conductivity of the water in the water holding chamber.

Abstract: A method for querying a data storage includes receiving queries for execution in the data storage, and deriving from the queries one or more table-scans over one or more tables of the data storage. Candidate sparse indexes, for pruning the table-scans, are specified based on the queries. Pruning-power measures, indicative of an effectiveness of the candidate sparse indexes in pruning the table-scans, are evaluated. One or more of the candidate sparse indexes are converted into actual sparse indexes, depending on the pruning-power measures. The queries are executed by performing the table-scans, including pruning the table-scans using the actual sparse indexes.

Abstract: A cooking appliance that uses steam to heat a food item includes a cooking chamber; a steam generator that generates steam to heat the food item; a heating element that generates heat to heat the food item; an outlet that fluidly connects the cooking chamber to a first external environment outside of the cooking chamber; and an active inlet that fluidly connects the cooking chamber to a second external environment outside of the cooking chamber. The active inlet has a blocking member that prevents a fluid from the second external environment from entering the cooking chamber though the active inlet, and an actuator that moves the blocking member between a closed position in which the blocking member prevents the fluid from entering the cooking chamber through the active inlet, and an open position in which the blocking member allows the fluid to enter the cooking chamber through the active inlet.

Abstract: Methods are provided to represent proposed changes to clusterings for ease of review, as well as tools to help subject matter experts identify clusters that warrant review versus those that do not. These tools make overall assessment of proposed clustering changes and targeted curation practical at large scale. Use of these tools and method enables efficient data management operations when dealing with extreme scale, such as where entity resolution involves clusterings created from data sources involving millions of entities.

Abstract: Methods are provided to represent proposed changes to clusterings for ease of review, as well as tools to help subject matter experts identify clusters that warrant review versus those that do not. These tools make overall assessment of proposed clustering changes and targeted curation practical at large scale. Use of these tools and method enables efficient data management operations when dealing with extreme scale, such as where entity resolution involves clusterings created from data sources involving millions of entities.

Abstract: An imager captures images of a living subject including a near-infrared image, an infrared image, or both. A processor is connected to the imager and an output device. The processor is configured to generate output images of vasculature of the living subject from the images captured by the imager, include in the output images a range of discrete scale comparator objects of different sizes, and provide the output images to the output device for display to a user.

Abstract: A cooking appliance that uses steam to heat a food item includes a cooking chamber; a steam generator that generates steam to heat the food item; a heating element that generates heat to heat the food item; an outlet that fluidly connects the cooking chamber to a first external environment outside of the cooking chamber; and an active inlet that fluidly connects the cooking chamber to a second external environment outside of the cooking chamber. The active inlet has a blocking member that prevents a fluid from the second external environment from entering the cooking chamber though the active inlet, and an actuator that moves the blocking member between a closed position in which the blocking member prevents the fluid from entering the cooking chamber through the active inlet, and an open position in which the blocking member allows the fluid to enter the cooking chamber through the active inlet.

Abstract: An imager captures images of a living subject including a near-infrared image, an infrared image, or both. A processor is connected to the imager and an output device. The processor is configured to generate output images of vasculature of the living subject from the images captured by the imager, include in the output images a range of discrete scale comparator objects of different sizes, and provide the output images to the output device for display to a user.

Abstract: Provided are systems and methods for producing seamless woven materials that are variable in each of their 3 dimensions. The systems and methods generally operate by altering heddle positions independently to impart three dimensional structure to a woven fabric. Weft yarn is woven into a set of warp yarns that have been individually raised or lowered along a particular cross section, essentially locking the weave into an intended 3 dimensional form.

Abstract: In a method for operating a vaporizer of a domestic appliance, the vaporizer is filled at least to a predetermined filling level. The vaporizer can be emptied using an emptying arrangement. A time measurement is started, when a filling level falls below the predetermined filling level. A heating system of the vaporizer is switched on, when the filling level falls below the predetermined filling level. The time measurement is stopped, when the heating system has overheated, and a delivery output is calculated during emptying of the vaporizer, from a duration for emptying that is determined by the time measurement.

Abstract: A water outlet fitting having a base, a hose device with a hose and a water outlet head as well as a holding device including: a mounting portion for mounting the holding device on the base of the water outlet fitting; a locking portion on the free end of the holding device for producing detachable locking of the hose device; and a guide portion for connecting the locking portion to the mounting portion and provide a contact face for the hose device; wherein in a first handling variant the hose device is locked on the holding device, wherein in a second handling variant the hose device is removed from the holding device and is movable in relation to the holding device, and a corresponding holding device. The water outlet fitting has an operating element which is developed in the manner of a stirrup-shaped handle surrounding the water outlet and/or base.

Abstract: A multispectral medical imaging device includes illumination devices arranged to illuminate target tissue. The illumination devices emit light of different near-infrared wavelength bands. The device further includes an objective lens, a near-infrared image sensor positioned to capture image frames reflected from the target tissue, and a visible-light image sensor positioned to capture image frames reflected from the target tissue. A processor is configured to modulate near-infrared light output of the plurality of illumination devices to illuminate the target tissue. The processor is further configured to determine reflectance intensities from the image frames captured by the near-infrared image sensor and to generate a dynamic tissue oxygen saturation map of the target tissue using the reflectance intensities. The device further includes an output device connected to the processor for displaying the dynamic tissue oxygen saturation map.

Abstract: A multispectral medical imaging device includes illumination devices arranged to illuminate target tissue. The illumination devices emit light of different near-infrared wavelength bands. The device further includes an objective lens, a near-infrared image sensor positioned to capture image frames reflected from the target tissue, and a visible-light image sensor positioned to capture image frames reflected from the target tissue. A processor is configured to modulate near-infrared light output of the plurality of illumination devices to illuminate the target tissue. The processor is further configured to determine reflectance intensities from the image frames captured by the near-infrared image sensor and to generate a dynamic tissue oxygen saturation map of the target tissue using the reflectance intensities. The device further includes an output device connected to the processor for displaying the dynamic tissue oxygen saturation map.

Abstract: A water outlet fitting having a base, a hose device with a hose and a water outlet head as well as a holding device including: a mounting portion for mounting the holding device on the base of the water outlet fitting; a locking portion on the free end of the holding device for producing detachable locking of the hose device; and a guide portion for connecting the locking portion to the mounting portion and provide a contact face for the hose device; wherein in a first handling variant the hose device is locked on the holding device, wherein in a second handling variant the hose device is removed from the holding device and is movable in relation to the holding device, and a corresponding holding device. The water outlet fitting has an operating element which is developed in the manner of a stirrup-shaped handle surrounding the water outlet and/or base.

Abstract: A water outlet fitting having a base, a hose device with a hose and a water outlet head as well as a holding device including: a mounting portion for mounting the holding device on the base of the water outlet fitting; a locking portion on the free end of the holding device for producing detachable locking of the hose device; and a guide portion for connecting the locking portion to the mounting portion and provide a contact face for the hose device; wherein in a first handling variant the hose device is locked on the holding device, wherein in a second handling variant the hose device is removed from the holding device and is movable in relation to the holding device, and a corresponding holding device. The water outlet fitting has an operating element which is developed in the manner of a stirrup-shaped handle surrounding the water outlet and/or base.