Abstract: A wide field-of-view sensor or projector includes a transparent substrate with one or more apertures on one side, and one or more chip stacks joined to the opposite side. Each chip stack includes a flat optics layer (e.g., metasurface), at least one spacer layer, an optional filter layer, and either an image sensor or a light source. In one example, two apertures and two corresponding chip stacks are provided; both chip stacks include image sensors but different metasurfaces and filters to capture different information from the scene. In an alternative embodiment, the two chip stacks include a light source and an image sensor, to function as a light projector and a light receiver, respectively. In other examples, two apertures and a single chip stack are provided, where the single chip stack include two metasurface and/or two filters corresponding to the two apertures.

Abstract: Disclosed are a point cloud encoding and decoding method and device based on a two-dimensional regularization plane projection. The encoding method includes: acquiring original point cloud data; performing two-dimensional regularization plane projection on the original point cloud data to obtain a two-dimensional projection plane structure; obtaining a plurality of pieces of two-dimensional image information according to the two-dimensional projection plane structure; and encoding the plurality of pieces of two-dimensional image information to obtain code stream information.

Abstract: Disclosed are a point cloud encoding and decoding method and device based on a two-dimensional regularization plane projection. The encoding method includes: acquiring original point cloud data; performing two-dimensional regularization plane projection on the original point cloud data to obtain a two-dimensional projection plane structure; obtaining a plurality of pieces of two-dimensional image information according to the two-dimensional projection plane structure; and encoding the plurality of pieces of two-dimensional image information to obtain code stream information.

Abstract: A collaborative aggregation trading method for consuming clean energy includes: acquiring related data of clean energy power generation companies, the demand-side resources and energy storage service providers; acquiring a trading quotation and acquiring self-regulating ability data and regulating fees of shared energy storage service providers; performing trading of collaboratively consuming the clean energy through the demand-side resources and the shared energy storage: when the power generation output value exceeds the maximum regulating ability of user demands and the demand-side resources, storing the redundant power into shared energy storage systems for standby application; when the power generation output value is lower than the minimum operation load level of the user demands and the demand-side resources, calling the shared energy storage service providers participating in the trading according to energy storage ranking indexes, to acquire required power from the shared energy storage systems; and

Abstract: The invention relates to methods of typing a sample from a colorectal cancer patient based on the levels of RNA expression products in a cancer cell of the patient. The invention further relates to methods for determining a strategy for treatment of a patient suffering from colorectal cancer, and to methods for assigning treatment to a patient suffering from colorectal cancer.

Abstract: The invention is related to a method of determining whether an individual suffering from cancer is likely to respond to anti-EGFR and/or EGFR pathway therapy. In one aspect, the invention utilizes the expression level of a set of genes for determining said response. In a further aspect, the invention relates to a method of assigning treatment to an individual suffering from cancer.

Abstract: The invention is related to a method of determining whether an individual suffering from cancer is likely to respond to anti-EGFR and/or EGFR pathway therapy. In one aspect, the invention utilizes the expression level of a set of genes for determining said response. In a further aspect, the invention relates to a method of assigning treatment to an individual suffering from cancer.

Abstract: The invention relates to methods of typing a sample from a colorectal cancer patient based on the levels of RNA expression products in a cancer cell of the patient. The invention further relates to methods for determining a strategy for treatment of a patient suffering from colorectal cancer, and to methods for assigning treatment to a patient suffering from colorectal cancer.