Abstract: In a general aspect, enhancement of artificial intelligence algorithms using 3D data is described. In some aspects, input data of an object is stored in a storage engine of a system. The input data includes first-order primitives and second-order primitives. A plurality of features of the object is determined by operation of an analytics engine of the system, based on the first-order primitives and the second-order primitives. A tensor field is generated by operation of the analytics engine of the system. The tensor field includes an attribute set, which includes one or more attributes selected from the first-order primitives, the second-order primitives, or the plurality of features. The tensor field is processed by operation of the analytics engine of the system according to a series of artificial intelligence algorithms to generate output data representing the object.

Abstract: In a general aspect, a data management system for spatial phase imaging is described. A data management system for spatial phase imaging includes: a storage engine configured to receive and store input data in a record format, the input data including: pixel-level first-order primitives generated based on electromagnetic (EM) radiation received from an object located in a field-of-view of an image sensor device; and pixel-level second-order primitives generated based on the first-order primitives. The data management system further includes: an analytics engine configured to determine a plurality of features of the object based on the pixel-level first-order primitives and the pixel-level second-order primitives; and an access engine configured to provide a user access to the plurality of features of the object determined by the analytics engine and to the input data stored by the storage engine.

Abstract: In a general aspect, integrated spatial phase wafer-level imaging is described. In some aspects, an integrated imaging system an integrated image sensor and an edge processor. The integrated image sensor may include: a polarizer pixel configured to filter electromagnetic (EM) radiation and to allow filtered EM radiation having a selected polarization state to pass therethrough; a radiation-sensing pixel configured to detect the filtered EM radiation and to generate a signal in response to detecting the filtered EM radiation; and readout circuitry configured to perform analog preprocessing on the signal generated by the radiation-sensing pixel. The edge processor may be configured to: generate first-order primitives and second-order primitives based on the analog preprocessed signal from the readout circuitry; and determine a plurality of features of an object located in a field-of-view of the radiation-sensing pixel based on the first-order primitives and the second-order primitives.

Abstract: In a general aspect, integrated spatial phase imaging is described. In some aspects, an integrated imaging system includes a sensor device and one or more processors. The sensor device is configured to generate a first set of data indicative of a first set of attributes of an object and a second set of data indicative of a second set of attributes of the object. The one or more processors are configured to: generate a first set of primitives based on the first set of data; generate a second set of primitives based on the second set of data; generate a combined data set based on the first set of primitives and the second set of primitives; and determine a plurality of features of the object based on the combined data set.