Abstract: A method and system for curating images containing specific objects specified by visual templates are described. A set of visual image templates representing an input object is provided to a pre-trained deep neural network (DNN). A feature extraction module is configured to extract a set of feature vectors representing a set of visual image templates and a list of images stored in a DNN-based feature database. A patch generation module is configured to generate image patches representing the input object, from a set of relevant neighbor images providing probable regions where the visual image templates are getting matched. The patch generation module is further configured to train a new network model in a self-supervised manner, with image patches generation by the patch generation module, in an iterative manner.

Abstract: The invention provides preparations comprising at least one polyunsaturated fatty acid salt for use in enhancing the solubility in aqueous media for a pharmaceutical or nutraceutical active ingredient in comparison to the pharmaceutical or nutraceutical active ingredient alone by at least 100%, preferably at least 300%. Moreover, a method for preparing a pharmaceutical or nutraceutical dosage form comprising at least one polyunsaturated fatty acid salt and at least one pharmaceutical or nutraceutical active ingredient is disclosed.

Abstract: A powder composition contains 50 to 95% by weight of a copolymer mixture A of a copolymer 1 and a copolymer 2, and 50 to 5% by weight of a water-soluble cellulose B. The copolymer 1 contains 5 to 60% by weight of polymerized units of methacrylic acid and 95 to 40% by weight of C1- to C4-alkylesters of (meth)acrylic acid. The copolymer 2 contains more than 95 and up to 100% by weight of polymerized units of C1- to C4-alkylesters of (meth)acrylic acid. The powder composition originates from the co-processing of the copolymer mixture A and the water-soluble cellulose B by a drying process of an aqueous dispersion, such as spray drying or freeze drying. Further processing leads to a compressed dosage form.

Abstract: An example embodiment of automatic script generation includes receiving input describing a task to be performed by a script. The input may be analyzed, and at least one option corresponding to the task may be outputted. Code may be embedded in the script based on a selected option.