Abstract: Systems, methods, and computer-readable medium for approximating mesh deformations for character rigs are disclosed. An embodiment includes applying a first deformation function to one or more mesh elements to determine an intermediate position based on a transform to a first structural element, wherein the one or more mesh elements are assigned to the first structural element, generating an offset based on a second deformation function for the one or more mesh elements using a deformation function approximation model, wherein the offset is a positional offset of the one or more mesh elements from the intermediate position to a target position corresponding to the transform applied to the first structural element, and generating a combined mesh deformation for the one or more mesh elements by combining the intermediate position and the offset.

Abstract: Systems and methods for traversal selection of components of a geometric model are disclosed. An embodiment includes displaying a plurality of components corresponding to a geometric model, selecting a first component, receiving a first input indicating a first direction for selecting a next component, wherein the next component is connected to the first component by an edge, identifying one or more candidate edges connected to the first component for selecting the next component, determining an angle between an indicated direction vector corresponding to the indicated first direction and each of the one or more candidate edges, and selecting a second component as the next component, wherein the second component is connected to the first component via a particular candidate edge forming a smallest angle with the indicated direction vector.

Abstract: A method of scheduling and performing computations for generating an interactive computer-generated animation on behalf of a client device to achieve a desired quality of service includes generating a computational configuration of computations that, when performed, produce the computer-generated animation with the desired quality of service. The configuration includes an identification of a first computation that outputs first data, a first start time for the first computation, and a first end time, where the first computation is to end before the first end time. The configuration also includes an identification of a second computation that depends on the first data, and a second start time for the second computation. The first computation is performed in response to an occurrence of the first start time and the second computation is performed in response to an occurrence of the second start time.

Abstract: Using curves to emulate soft body deformation in a computer-generated character is disclosed. A method can include accessing a reference model mapped to one or more deformation curves for the character. The reference model can include a mesh of vertices representing a soft body layer of the character. The deformation curve can include multiple sample points selected for mapping. Each mesh vertex on the model can be mapped to each sample point on the curve to establish a relationship between them for deformation. The method can also include receiving a movement of one or more sample points on the curve to a desired deformation position. The method can further include calculating primary and secondary movements of the mesh vertices on the model based on the movements of sample points. The method can move the mesh vertices as calculated to a desired deformation position and output the reference model with the moved vertices for rendering to emulate the soft body deformation of the character.

Abstract: Systems and methods for traversal selection of components of a geometric model are disclosed. An embodiment includes displaying a plurality of components corresponding to a geometric model, selecting a first component, receiving a first input indicating a first direction for selecting a next component, wherein the next component is connected to the first component by an edge, identifying one or more candidate edges connected to the first component for selecting the next component, determining an angle between an indicated direction vector corresponding to the indicated first direction and each of the one or more candidate edges, and selecting a second component as the next component, wherein the second component is connected to the first component via a particular candidate edge forming a smallest angle with the indicated direction vector.

Abstract: A system and method provides a computer-implemented messaging service. Users subscribe to message channels. A message queue buffers messages to a router. The router determines whether characteristics of a first message match criteria specified in subscription requests, and may route the first message to one or more sending agents based on modes of communication specified in the subscription service requests. The sending agent(s) generate a second message formatted for the specified modes of communication based on the first message. Message load balancing, message queuing, message routing, and message sending services may all be independently scaled to adjust for demand.

Abstract: A method for generating stereoscopic images includes obtaining image data comprising a plurality of sample points. A direction, a color value, and a depth value are associated with each sample point. The directions and depth values are relative to a common origin. A mesh is generated by displacing the sample points from the origin. The sample points are displaced in the associated directions by distances representative of the corresponding depth values. The image data is mapped to the mesh such that the color values associated with the sample points are mapped to the mesh at the corresponding directions. A first image of the mesh is generated from a first perspective, and a second image of the mesh is generated from a second perspective. The first and second images of the mesh may be caused to be displayed to provide an illusion of depth.

Abstract: A method of scheduling and performing computations for generating an interactive computer-generated animation on behalf of a client device to achieve a desired quality of service includes generating a computational configuration of computations that, when performed, produce the computer-generated animation with the desired quality of service. The configuration includes an identification of a first computation that outputs first data, a first start time for the first computation, and a first end time, where the first computation is to end before the first end time. The configuration also includes an identification of a second computation that depends on the first data, and a second start time for the second computation. The first computation is performed in response to an occurrence of the first start time and the second computation is performed in response to an occurrence of the second start time.

Abstract: Computer animation tools for viewing, in multiple contexts, the effect of changes to a computer animation are disclosed. An artist configures multiple visual displays in the user interface of a computer animation system. A visual display shows one or more frames of computer animation. An artist configures a visual display to reflect a specific context. For example, the artist may assign a particular virtual viewpoint of a scene to a particular visual display. Once visual displays are configured, the artist changes a configuration of the computer animation. For example, the artist may change the lighting parameters of a scene. In response, the visual displays show the visual effects of the configuration (e.g., lighting parameters) change under corresponding contexts (e.g., different virtual camera viewpoints). Using multiple visual displays, which may be displayed side-by-side, an artist can view the effects of her configuration changes in the various contexts.

Abstract: Systems and processes providing a tool for visualizing parallel dependency graph evaluation in computer animation are provided. Runtime evaluation data of a parallel dependency graph may be collected, including the start time and stop time for each node in the graph. The visualization tool may process the data to generate performance visualizations as well as other analysis features. Performance visualizations may illustrate the level of concurrency over time during parallel dependency graph evaluation. Performance visualizations may be generated by graphing node blocks according to node start time and stop time as well as the level of concurrency at a given time to illustrate parallelism. Performance visualizations may enable character technical directors, character riggers, programmers, and other users to evaluate how well parallelism is expressed in parallel dependency graphs in computer animation.

Abstract: A method of scheduling and performing computations for generating an interactive computer-generated animation on behalf of a client device to achieve a desired quality of service includes generating a computational configuration of computations that, when performed, produce the computer-generated animation with the desired quality of service. The configuration includes an identification of a first computation that outputs first data, a first start time for the first computation, and a first end time, where the first computation is to end before the first end time. The configuration also includes an identification of a second computation that depends on the first data, and a second start time for the second computation. The first computation is performed in response to an occurrence of the first start time and the second computation is performed in response to an occurrence of the second start time.

Abstract: A method for generating stereoscopic images includes obtaining image data comprising a plurality of sample points. A direction, a color value, and a depth value are associated with each sample point. The directions and depth values are relative to a common origin. A mesh is generated by displacing the sample points from the origin. The sample points are displaced in the associated directions by distances representative of the corresponding depth values. The image data is mapped to the mesh such that the color values associated with the sample points are mapped to the mesh at the corresponding directions. A first image of the mesh is generated from a first perspective, and a second image of the mesh is generated from a second perspective. The first and second images of the mesh may be caused to be displayed to provide an illusion of depth.

Abstract: A method for evaluating a facial performance using facial capture of two users includes obtaining a reference set of facial performance data representing a first user's facial capture; obtaining a facial capture of a second user; extracting a second set of facial performance data based on the second user's facial capture; calculating at least one matching metric based on a comparison of the reference set of facial performance data to the second set of facial performance data; and displaying an indication of the at least one matching metric on a display.

Abstract: Systems and methods for automatically animating a character based on an existing corpus of animation are described. The character may be from a previously produced feature animated film, and the data used for training may be the data used to animate the character in the film. A low-dimensional embedding for subsets of the existing animation corresponding to different semantic labels may be learned by mapping high-dimensional rig control parameters to a latent space. A particle model may be used to move within the latent space, thereby generating novel animations corresponding to the space's semantic label, such as a pose. Bridges may link a first pose of a first model within the latent space that is similar to a second pose of a second model of the space. Animations corresponding to transitions between semantic labels may be generated by creating animation paths that traverse a bridge from one model into another.

Abstract: A touch-sensitive surface for a computer animator to create or modify a computer-generated image includes processes for differentiating between click and drag operations. The included processes also beneficially reduce input errors. When a touch object (e.g., finger or stylus) touches the drawing table, information regarding the duration of the touch and the movement of the touch are used to determine whether the touch input represents a (graphical user interface) click or a drag operation.

Abstract: Systems and processes providing a tool for visualizing parallel dependency graph evaluation in computer animation are provided. Runtime evaluation data of a parallel dependency graph may be collected, including the start time and stop time for each node in the graph. The visualization tool may process the data to generate performance visualizations as well as other analysis features. Performance visualizations may illustrate the level of concurrency over time during parallel dependency graph evaluation. Performance visualizations may be generated by graphing node blocks according to node start time and stop time as well as the level of concurrency at a given time to illustrate parallelism. Performance visualizations may enable character technical directors, character riggers, programmers, and other users to evaluate how well parallelism is expressed in parallel dependency graphs in computer animation.

Abstract: An electronic device with a display screen provides drawing directions to guide a user to create artwork on a physical medium. The electronic device displays a first drawing direction for drawing a portion of a subject on a physical medium, and prompts a user for a user input indicating completion of the first drawing direction by the user. Upon receiving the prompted user input, the electronic device displays a second drawing direction for drawing another portion of the subject on the physical medium. The subject may be based on a computer-animated movie title. The first drawing direction may include a representation of a virtual host, which is also based on a computer-animated character from a computer-animated movie title.

Abstract: Computer animation tools for viewing, in multiple contexts, the effect of changes to a computer animation are disclosed. An artist configures multiple visual displays in the user interface of a computer animation system. A visual display shows one or more frames of computer animation. An artist configures a visual display to reflect a specific context. For example, the artist may assign a particular virtual viewpoint of a scene to a particular visual display. Once visual displays are configured, the artist changes a configuration of the computer animation. For example, the artist may change the lighting parameters of a scene. In response, the visual displays show the visual effects of the configuration (e.g., lighting parameters) change under corresponding contexts (e.g., different virtual camera viewpoints). Using multiple visual displays, which may be displayed side-by-side, an artist can view the effects of her configuration changes in the various contexts.

Abstract: Systems and methods for rendering three-dimensional images using a render setup graph are provided. A dependency graph is accessed. The dependency graph comprises a plurality of supplier nodes, a multiplexer node, and a plurality of graphlet nodes. The plurality of supplier nodes is accessed. The supplier nodes each have an output of a first type. These outputs are connected to the multiplexer node. A graphlet is accessed. The graphlet comprises the plurality of graphlet nodes. An output of the multiplexer node connects to the graphlet by connecting to an input of one node of the plurality of graphlet nodes. The multiplexer is configured to generate an instance of the graphlet for each supplier node connected to the multiplexer node. An image is rendered utilizing the accessed graphlet.

Abstract: One exemplary process for animating hair includes receiving data representing a plurality of hairs and a plurality of objects in a timestep of a frame of animation. A first tree is populated to represent kinematic objects of the plurality of objects and a second tree is populated to represent dynamic objects of the plurality of objects based on the received data. A first elasticity preconditioner is created to represent internal elastic energy of the plurality of hairs based on the received data. Based on the first tree and the second tree, a first set of potential contacts is determined between two or more hairs of the plurality of hairs or between one or more hairs of the plurality of hairs and one or more objects of the plurality of objects. Positions of the plurality of hairs are determined based on the first set of potential contacts and the first elasticity preconditioner.