Claims:1. A computing system comprising:
a network controller;
a processor coupled to the network controller, wherein the processor includes one or more substrates and logic coupled to the one or more substrates, and wherein the logic is implemented at least partly in one or more of configurable logic or fixed-functionality hardware logic, the logic coupled to the one or more substrates to:
encode, via a first neural network, a plurality of input images with feature maps,
warp the feature maps of the encoded plurality of input images based on a virtual viewpoint and a proxy three-dimensional (3D) geometry, and
blend, via a second neural network, the warped feature maps into a single image.
, Description:TECHNICAL FIELD
[0003] Embodiments generally relate to view synthesis. More particularly, embodiments relate to deep novel view synthesis from unstructured input.

BACKGROUND
[0004] Previously, a variety of methods have been proposed to tackle the problem of novel view synthesis from a set of input images. The proposed methods may be categorized by the restrictions on the image viewpoints and the possible deviations from the input viewpoints.

BRIEF DESCRIPTION OF THE DRAWINGS
[0005] The various advantages of the embodiments will become apparent to one skilled in the art by reading the following specification and appended claims, and by referencing the following drawings, in which:
[0006] FIG. 1 is an illustration of an example of offline and online process sequences according to an embodiment;
[0007] FIG. 2 is a block diagram of an example of a recurrent mapping and blending network according to an embodiment;
[0008] FIGs. 3-5 are comparative illustrations of examples of traditional results and enhanced results according to embodiments;
[0009] FIGs. 6A and 6B are flowcharts of examples of methods of operating performance-enhanced computing systems according to embodiments;
[0010] FIG. 7 is a block diagram of an example of a performance-enhanced computing system according to an embodiment;
[0001] FIG. 8 is an illustration of an example of a semiconductor package apparatus according to an embodiment;
[0002] FIG. 9 is a block diagram of an example of a processor according to an embodiment; and
[0011] FIG. 10 is a block diagram of an example of a multi-processor based computing system according to an embodiment.

DESCRIPTION OF EMBODIMENTS
[0012] Previous approaches to conducting novel view synthesis may have involved light field, three-dimensional geometry based and/or mapping based methods. Light field methods do not require information about the scene geometry, but assume a dense camera grid, or restrict the target view to be a linear interpolation of the input viewpoints. Light field methods have the problem of a restricted input set-up and/or a restricted deviation from the input viewpoints. For example, a typical light field set-up is a number of images arranged on a 2D plane.