Abstract: Systems and methods for multimodal classification include a plurality of expert modules, each expert module configured to receive data corresponding to one of a plurality of input modalities and extract associated features, a plurality of class prediction modules, each class prediction module configured to receive extracted features from a corresponding one of the expert modules and predict an associated class, a gate expert configured to receive the extracted features from the plurality of expert modules and output a set of weights for the input modalities, and a fusion module configured to generate a weighted prediction based on the class predictions and the set of weights. Various embodiments include one or more of an image expert, a video expert, an audio expert, class prediction modules, a gate expert, and a co-learning framework.

Abstract: Systems and methods for multimodal classification include a plurality of expert modules, each expert module configured to receive data corresponding to one of a plurality of input modalities and extract associated features, a plurality of class prediction modules, each class prediction module configured to receive extracted features from a corresponding one of the expert modules and predict an associated class, a gate expert configured to receive the extracted features from the plurality of expert modules and output a set of weights for the input modalities, and a fusion module configured to generate a weighted prediction based on the class predictions and the set of weights. Various embodiments include one or more of an image expert, a video expert, an audio expert, class prediction modules, a gate expert, and a co-learning framework.

Abstract: Medical and environmental diagnostic devices are described and claimed. Preferred embodiments feature cup (1) within cup configurations wherein one cup is dedicated, for the most part, to sample collection and another cup (2) is dedicated, for the most part, to assay performance. Communication between the cups is afforded by what is believed to be a unique valve assembly (3) and lid (7) tandem.

Abstract: Medical and environmental diagnostic devices are described and claimed. Preferred embodiments feature cup (1) within cup configurations wherein one cup is dedicated, for the most part, to sample collection and another cup (2) is dedicated, for the most part, to assay performance. Communication between the cups is afforded by what is believed to be a unique valve assembly (3) and lid (7) tandem.