Abstract: A method for assessing test adequacy of deep neural networks based on element decomposition is provided. The network testing is divided into black box testing and white box testing, of which key elements are decomposed and defined. Network parameters including a weight matrix and a bias vector are extracted. Importance values of neurons in individual layers of the deep neural network are calculated and clustered, and an importance value hot map of neurons in each layer is generated based on clustering results. Mutation testing, and index calculation and evaluation are performed.

Abstract: A panorama viewer is disclosed which facilitates navigation from within the panorama of a larger, structured system such as a map. The panorama viewer presents a viewport on a portion of a panoramic image, the viewport including a three-dimensional overlay rendered with the panoramic image. As the orientation of the viewport within the panoramic image changes, the three-dimensional overlay's orientation in three-dimensional space also changes as it is rendered with the panoramic image in a manner that matches the change in orientation of the viewport.

Abstract: A panorama viewer is disclosed which facilitates navigation from within the panorama of a larger, structured system such as a map. The panorama viewer presents a viewport on a portion of a panoramic image, the viewport including a three-dimensional overlay rendered with the panoramic image. As the orientation of the viewport within the panoramic image changes, the three-dimensional overlay's orientation in three-dimensional space also changes as it is rendered with the panoramic image in a manner that matches the change in orientation of the viewport.

Abstract: A panorama viewer is disclosed which facilitates navigation from within the panorama of a larger, structured system such as a map. The panorama viewer presents a viewport on a portion of a panoramic image, the viewport including a three-dimensional overlay rendered with the panoramic image. As the orientation of the viewport within the panoramic image changes, the three-dimensional overlay's orientation in three-dimensional space also changes as it is rendered with the panoramic image in a manner that matches the change in orientation of the viewport.

Abstract: Embodiments for managing resource storage for data objects are provided. In one embodiment, an aggregated user happiness (AUH) contribution for a data object is calculated by evaluating the metadata associated with the data object based on one or more AUH criteria. One or more resource storage parameters for the data object are determined based on the AUH contribution. The data object is replicated and stored on data servers based on the resource storage parameters.

Abstract: A panorama viewer is disclosed which facilitates navigation from within the panorama of a larger, structured system such as a map. The panorama viewer presents a viewport on a portion of a panoramic image, the viewport including a three-dimensional overlay rendered with the panoramic image. As the orientation of the viewport within the panoramic image changes, the three-dimensional overlay's orientation in three-dimensional space also changes as it is rendered with the panoramic image in a manner that matches the change in orientation of the viewport.

Abstract: A panorama viewer is disclosed which facilitates navigation from within the panorama of a larger, structured system such as a map. The panorama viewer presents a viewport on a portion of a panoramic image, the viewport including a three-dimensional overlay rendered with the panoramic image. As the orientation of the viewport within the panoramic image changes, the three-dimensional overlay's orientation in three-dimensional space also changes as it is rendered with the panoramic image in a manner that matches the change in orientation of the viewport.

Abstract: A panorama viewer is disclosed which facilitates navigation from within the panorama of a larger, structured system such as a map. The panorama viewer presents a viewport on a portion of a panoramic image, the viewport including a three-dimensional overlay rendered with the panoramic image. As the orientation of the viewport within the panoramic image changes, the three-dimensional overlay's orientation in three-dimensional space also changes as it is rendered with the panoramic image in a manner that matches the change in orientation of the viewport.