Magic Leap Patent | Inferential Avatar Rendering Techniques In Augmented Or Virtual Reality Systems

Patent: Inferential Avatar Rendering Techniques In Augmented Or Virtual Reality Systems

Publication Number: 20150302661

Publication Date: 20151022

Applicants: Magic Leap

Abstract

An augmented reality display system comprises a passable world model data comprises a set of map points corresponding to one or more objects of the real world. The augmented reality system also comprises a processor to communicate with one or more individual augmented reality display systems to pass a portion of the passable world model data to the one or more individual augmented reality display systems, wherein the piece of the passable world model data is passed based at least in part on respective locations corresponding to the one or more individual augmented reality display systems.

CROSS-REFERENCE TO RELATED APPLICATIONS

[0001] This application is a continuation of pending U.S. patent application Ser. No. 14/690,401, filed Apr. 18, 2015, which claims priority from U.S. Provisional Patent App. Ser. No. 61/981,701 entitled “SYSTEMS AND METHOD FOR AUGMENTED AND VIRTUAL REALITY,” filed Apr. 18, 2014 and U.S. Provisional Patent App. Ser. No. 62/012,273 entitled “METHODS AND SYSTEMS FOR CREATING VIRTUAL AND AUGMENTED REALITY,” filed Jun. 14, 2014. The Ser. No. 14/690,401 application is also a continuation-in-part of U.S. patent application Ser. No. 14/331,218 entitled “PLANAR WAVEGUIDE APPARATUS WITH DIFFRACTION ELEMENT(S) AND SYSTEM EMPLOYING SAME,” filed Jul. 14, 2014. The contents of the foregoing patent applications are hereby expressly incorporated by reference into the present application in their entireties.

FIELD OF THE INVENTION

[0002] The present invention generally relates to systems and methods configured to facilitate interactive virtual or augmented reality environments for one or more users.

BACKGROUND

[0003] Virtual and augmented reality environments are generated by computers using, in part, data that describes the environment. This data may describe, for example, various objects with which a user may sense and interact with. Examples of these objects include objects that are rendered and displayed for a user to see, audio that is played for a user to hear, and tactile (or haptic) feedback for a user to feel. Users may sense and interact with the virtual and augmented reality environments through a variety of visual, auditory and tactical means.

[0004] Virtual or augmented reality (AR) systems may be useful for many applications, spanning the fields of scientific visualization, medicine and military training, engineering design and prototyping, tele-manipulation and tele-presence, and personal entertainment. Augmented reality, in contrast to virtual reality, comprises one or more virtual objects in relation to real objects of the physical world. Such an experience greatly enhances the user’s experience and enjoyability with the augmented reality system, and also opens the door for a variety of applications that allow the user to experience real objects and virtual objects simultaneously.

[0005] However, there are significant challenges in providing such a system. To provide a realistic augmented reality experience to users, the AR system must always know the user’s physical surroundings in order to correctly correlate a location of virtual objects in relation to real objects. Further, the AR system must correctly know how to position virtual objects in relation to the user’s head, body etc. This requires extensive knowledge of the user’s position in relation to the world at all times. Additionally, these functions must be performed in a manner such that costs (e.g., energy costs, etc.) are kept low while speed and performance are maintained.

[0006] There, thus, is a need for improved systems to provide a realistic augmented reality experience to users.

SUMMARY

[0007] Embodiments of the present invention(s) are directed to devices, systems and methods for facilitating virtual and/or augmented reality interaction for one or more users.

[0008] Embodiments described herein provide augmented reality systems, typically with user worn components, for instance head worn headsets. Embodiments provide for various virtual user interface constructions and/or user input modalities, for example via gestures and/or interaction with totems.

[0009] In one aspect, an augmented reality system comprises a first augmented reality display system corresponding to a first location, wherein the first individual augmented reality display system captures data pertaining to the first location, a second augmented reality display system corresponding to a second location, wherein the second individual augmented reality display system captures data pertaining to the second location, and a server comprising a processor to receive the captured data from the first individual augmented reality display system and the second individual augmented reality display system, and to construct at least a portion of a map of the real world comprising the first and second locations based at least in part on the received captured data from the first and the second individual augmented reality display systems.

[0010] In one or more embodiments, the first augmented reality display system is a head-mounted augmented reality display system. In one or more embodiments, the first augmented reality display system is a room-based sensor system. In one or more embodiments, the constructed map is transmitted to at least one of the first and second augmented reality display systems.

[0011] In one or more embodiments, a virtual object is projected to at least one of the first and second augmented reality display systems based at least in part on the constructed map of the real world. In one or more embodiments, the captured data is at least an image captured at the first or second location. In one or more embodiments, the captured data corresponds to sensor data. In one or more embodiments, the processor extracts a set of map points from the data captured from the first and second augmented reality display systems, and wherein the set of map points are used to construct the map of the real world.

[0012] In one or more embodiments, a part of the map corresponding to the first augmented reality display system is transmitted to the second augmented reality display system. In one or more embodiments, the captured data comprises pose tagged images corresponding to the first location. In one or more embodiments, the captured data comprises pose information of the first and second augmented reality display systems, wherein the map is constructed based at least in part on the pose information.

[0013] In another aspect, a method of displaying augmented reality comprises capturing a first set of data at a first augmented reality display system corresponding to a first location, capturing a second set of data at a second augmented reality display system corresponding to a second location, receiving the first and second set of data from the first and second augmented reality display systems, and constructing a map of the real world comprising the first and second locations based at least in part on the data received from the first and second augmented reality display systems.

[0014] In one or more embodiments, the first augmented reality display system is a head-mounted augmented reality display system. In one or more embodiments, the first augmented reality display system is a room-based augmented reality display system. In one or more embodiments, the constructed map is transmitted to at least one of the first and second augmented reality display systems.

[0015] In one or more embodiments, a virtual object is projected to at least one of the first and second augmented reality display systems based at least in part on the constructed map of the real world. In one or more embodiments, the captured data is at least an image captured at the first or second location. In one or more embodiments, the captured data corresponds to sensor data.

[0016] In one or more embodiments, the method further comprises extracting a set of map points from the data captured from the first and second augmented reality display systems, and wherein the set of map points are used to construct the map of the real world. In one or more embodiments, a part of the map corresponding to the first augmented reality display system is transmitted to the second augmented reality display system. In one or more embodiments, the captured data comprises pose tagged images corresponding to the first location.

[0017] In one or more embodiments, the captured data comprises pose information of the first and second augmented reality display systems, wherein the map is constructed based at least in part on the pose information.

[0018] In another aspect, a space-based sensor system, comprises at least one sensor to capture information pertaining to a space, wherein a pose of the image sensor relative to the space is known, and a processor to receive the captured information, and to construct a map of the world comprising the space based at least in part on the captured information, and to transmit the map to one or more augmented reality display systems such that virtual content is displayed to one or more users of the augmented reality display systems based at least on the constructed map.

[0019] In one or more embodiments, the at least one sensor is an image-based sensor. In one or more embodiments, the at least one sensor is an audio sensor. In one or more embodiments, the at least one sensor is an environmental sensor. In one or more embodiments, the at least one sensor is a temperature-based sensor. In one or more embodiments, the at least one sensor is a humidity-based sensor. In one or more embodiments, the pose comprises a position of the at least one sensor within the room.

[0020] In one or more embodiments, the information is captured with respect to a reference frame corresponding to the space. In one or more embodiments, the pose comprises an orientation of the at least one sensor within the room. In one or more embodiments, the space-based sensor system is stationary.

[0021] In one or more embodiments, the processor performs one or more transformations to relate a reference frame of the space-based sensor to the reference frame corresponding to the space. In one or more embodiments, the transformation comprises a translation matrix. In one or more embodiments, the transformation comprises a rotation matrix.

[0022] In another aspect, an augmented reality system comprises a passable world model comprising a set of map points corresponding to one or more objects of the real world, and a processor to communicate with one or more individual augmented reality display systems to pass a piece of the passable world to the one or more individual augmented reality display systems, wherein the piece of the passable world is passed based at least in part on respective locations corresponding to the one or more individual augmented reality display systems.

[0023] In one or more embodiments, at least a portion of the passable world model resides in the one or more individual augmented reality display systems. In one or more embodiments, at least a portion of the passable world model resides in a cloud-based server. In one or more embodiments, the passable world is constantly updated based at least in part on information received from the one or more individual augmented reality display systems. In one or more embodiments, a communication between the passable world model and the individual augmented reality systems is asynchronous.

[0024] In another aspect, a method comprises detecting a location of a user of an augmented reality display system, retrieving, based on the detected location, data pertaining to the detected location of the user of the augmented reality display system, wherein the data pertaining to the detected location comprises map points corresponding to one or more real objects of the detected location, and displaying one or more virtual objects to the user of the augmented reality display system relative to the one or more real objects of the location, based at least in part on the retrieved data.

[0025] In one or more embodiments, the method further comprises determining a set of parameters corresponding to a movement of the user of the augmented reality system relative to the detected location, calculating, based on the determined movement of the user, an anticipated position of the user, and retrieving another data pertaining to the anticipated positon of the user, wherein the other data pertaining to the anticipated position comprises map points corresponding to one or more real objects of the anticipated position.

[0026] In one or more embodiments, the map points corresponding to one or more real objects are used to construct a map of the real world. In one or more embodiments, the method further comprises recognizing one or more objects of the real world based on the map points. In one or more embodiments, the map points are used to create a coordinate space of the real world, and wherein the one or more virtual objects are displayed based on the created coordinate space of the real world. In one or more embodiments, the method further comprises recognizing one or more objects of the real world based on the map points, and displaying the virtual object based at least in part on a property of the recognized object. In one or more embodiments, the map points pertain to a geometry of the detected location.

[0027] In yet another aspect, an augmented reality display system comprises a passable world model data comprising a set of points pertaining to real objects of the physical world, one or more object recognizers to run on the passable world model data and to recognize at least one object of the real world based on a known geometry of a corresponding set of points, and a head-worn augmented reality display system to display virtual content to a user based at least in part on the recognized object.

[0028] In one or more embodiments, the passable world model data comprises parametric geometric data corresponding to the physical world. In one or more embodiments, the passable world model data is constructed from data received from a plurality of augmented reality display systems, wherein the plurality of augmented reality display systems capture data pertaining to a plurality of locations in the physical world.

[0029] In one or more embodiments, each object recognizer is programmed to recognize a predetermined object. In one or more embodiments, the points are 2D points captured from a plurality of augmented reality display systems. In one or more embodiments, one or more object recognizers utilizes a depth information captured from the plurality of augmented reality display systems to recognize the at least one object.

[0030] In one or more embodiments, the one or more object recognizers identifies the known geometry of an object relative to a known position of the augmented reality display system that captured an image corresponding to the map points. In one or more embodiments, the one or more object recognizers synchronizes a parametric geometry of the recognized object to the passable world model.

[0031] In one or more embodiments, the one or more object recognizers attach a semantic information regarding the recognized object to the parametric geometry of the recognized object. In one or more embodiments, the semantic information may be utilized to estimate a future position of the recognized object. In one or more embodiments, the one or more object recognizers receives sparse points collected from one or more images of the physical world. In one or more embodiments, the one or more object recognizers outputs a parametric geometry of a recognized object.

[0032] In one or more embodiments, the semantic information is a taxonomical descriptor. In one or more embodiments, the augmented reality display system further comprises a first object recognizer, wherein the first object recognizer is configured to recognize a subset of a type of an object recognized by a second object recognizer, wherein the first object recognizer is run on data that has already been run through the second object recognizer.

[0033] In one or more embodiments, the augmented reality display system further comprises a ring of object recognizers that run on the passable world model data, wherein the ring of object recognizers comprises at least two object recognizers, and wherein a first object recognizer of the at least two object recognizers recognizes a first object, and wherein a second object recognizer of the at least two object recognizers a subset of the first object.

[0034] In yet another aspect, a method of displaying augmented reality comprises storing a passable world model data, wherein the passable world model data comprises a set of points pertaining to real objects of the physical world, wherein the set of points are captured by a plurality of augmented reality display systems, processing the passable world model data to recognize at least one object based at least in part on a known geometry of an object, and displaying a virtual content to a user of a particular augmented reality display system based at least in part on a parameter corresponding to the recognized object.

[0035] In one or more embodiments, the passable world model data comprises parametric geometric data corresponding to the physical world. In one or more embodiments, the plurality of augmented reality display systems capture data pertaining to a plurality of locations in the physical world. In one or more embodiments, the object recognizer is programmed to recognize a predetermined object. In one or more embodiments, the set of points comprise 2D points captured from a plurality of augmented reality display systems.

[0036] In one or more embodiments, the one or more object recognizers utilize a depth information captured from the plurality of augmented reality display systems to recognize the at least one object. In one or more embodiments, the one or more object recognizers identifies the known geometry of an object relative to a known position of the augmented reality display system that captured an image corresponding to the map points.

[0037] In one or more embodiments, the one or more object recognizers synchronizes a parametric geometry of the recognized object to the passable world model. In one or more embodiments, the one or more object recognizers attach a semantic information regarding the recognized object to the parametric geometry of the recognized object.

[0038] In one or more embodiments, the semantic information may be utilized to estimate a future position of the recognized object. In one or more embodiments, the one or more object recognizers receives sparse points collected from one or more images of the physical world. In one or more embodiments, the one or more object recognizers outputs a parametric geometry of a recognized object.

[0039] In one or more embodiments, the semantic information is a taxonomical descriptor. In one or more embodiments, the method further comprises recognizing a first object through a first object recognizer, wherein the first object recognizer is configured to recognize a subset of a type of an object recognized by a second object recognizer, wherein the first object recognizer is run on data that has already been run through the second object recognizer.

[0040] In one or more embodiments, the method further comprises running the passable world model data through a ring of object recognizers, wherein the ring of object recognizers comprises at least two object recognizers, and wherein a first object recognizer of the at least two object recognizers recognizes a first object, and wherein a second object recognizer of the at least two object recognizers a subset of the first object.

[0041] In another aspect, an augmented reality system comprises one or more sensors of a head-mounted augmented reality display system to capture a set of data pertaining to a user of the head-mounted augmented reality display system, wherein a pose of the one or more sensors is known relative to the user, a processor to calculate a set of parameters regarding a movement of the user based at least in part on the captured set of data, and animating an avatar based at least in part on the calculated set of parameters regarding the movement of the user, wherein the animated avatar is displayed as a virtual object when viewed through one or more augmented reality display systems.

[0042] In one or more embodiments, the avatar mimics the movement of the user. In one or more embodiments, the processor performs a reverse kinematics analysis of the movement of the user to animate the avatar. In one or more embodiments, the one or more sensors is a an image-based sensor. In one or more embodiments, the set of data pertaining to the user is utilized to construct a map of the real world.

[0043] In one or more embodiments, the avatar is animated based on the movement of the user relative to a respective head-mounted augmented reality display system of the user. In one or more embodiments, the pose comprises a position of the one or more sensors relative to the user. In one or more embodiments, the pose comprises an orientation of the one or more sensors relative to the user. In one or more embodiments, the captured data pertains to the user’s hand movements.

[0044] In one or more embodiments, the captured data pertains to an interaction of the user with one or more totems of the head-mounted augmented reality display system. In one or more embodiments, the user selects a form of the avatar. In one or more embodiments, the avatar is created based at least in part on an image of the user. In one or more embodiments, the animated avatar is displayed to another user of another head-mounted augmented reality display system.

[0045] In another aspect, a method of displaying augmented reality comprises capturing a set of data pertaining to a movement of a user of a head-mounted augmented reality display system, determining a pose of one or more sensors of the head-mounted augmented reality display system relative to the user, calculating, based at least in part on the determined pose and the captured set of data, a set of parameters pertaining to the user’s movement, and animating an avatar based at least in part on the calculated set of parameters, wherein the animated avatar is displayed as a virtual object to one or more users of a plurality of augmented reality display systems.

[0046] In one or more embodiments, the method further comprises performing a reverse kinematic analysis of the movement of the user to animate the avatar. In one or more embodiments, the method further comprises adding the captured set of data to a passable world model, wherein the passable world model comprises a map of the real world. In one or more embodiments, the avatar is animated based on the movement of the user relative to a respective head-mounted augmented reality display system of the user.

[0047] In one or more embodiments, the pose comprises a position of the one or more sensors relative to the user. In one or more embodiments, the pose comprises an orientation of the one or more sensors relative to the user. In one or more embodiments, the captured data pertains to the user’s hand movements.

[0048] In one or more embodiments, the captured data pertains to an interaction of the user with one or more totems of the head-mounted augmented reality display system. In one or more embodiments, the animated avatar is displayed to another user of another head-mounted augmented reality display system.

[0049] In another aspect, an augmented reality system comprises a database to store a set of fingerprint data corresponding to a plurality of locations, wherein the fingerprint data uniquely identifies a location, one or more sensors communicatively coupled to an augmented reality display system to capture data pertaining to a particular location, and a processor to compare the captured data with the set of fingerprint data to identify the particular location, and to retrieve a set of additional data based at least in part on the identified particular location.

[0050] In one or more embodiments, the captured data is processed to modify a format of the captured data to conform with that of the fingerprint data. In one or more embodiments, the fingerprint data comprises a color histogram of a location. In one or more embodiments, the fingerprint data comprises received signal strength (RSS) data. In one or more embodiments, the fingerprint data comprises a GPS data.

[0051] In one or more embodiments, the fingerprint data of a location is a combination of data pertaining to the location. In one or more embodiments, the particular location is a room within a building. In one or more embodiments, the additional data comprises geometric map data pertaining to the location. In one or more embodiments, the processor constructs a map based at least in part on the set of fingerprint data corresponding to the plurality of locations.

[0052] In one or more embodiments, each fingerprint data that identifies a location comprises a node of the constructed map. In one or more embodiments, a first node is connected to a second node if the first and second node have at least one shared augmented reality device in common. In one or more embodiments, the map is layered over a geometric map of the real world. In one or more embodiments, the captured data comprises an image of the user’s surroundings, and wherein the image is processed to generate data that is of the same format as the fingerprint data.

[0053] In one or more embodiments, the one or more sensors comprises an image-based sensor. In one or more embodiments, a color histogram is generated by processing the image of the user’s surroundings.

[0054] In yet another aspect, a method of displaying augmented reality comprises storing a set of fingerprint data corresponding to a plurality of locations of the real world, wherein the fingerprint data uniquely identifies a location, capturing a set of data corresponding to a user’s surroundings through one or more sensors of an augmented reality display system, and identifying a location of the user based at least in part on the captured set of data and the stored set of fingerprint data.

[0055] In one or more embodiments, the method comprises processing the captured set of data to modify a format of the captured data to conform with that of the fingerprint data. In one or more embodiments, the fingerprint data comprises a color histogram of a location. In one or more embodiments, the fingerprint data comprises received signal strength (RSS) data.

[0056] In one or more embodiments, the fingerprint data comprises a GPS data.

[0057] In one or more embodiments, the fingerprint data of a location is generated by combining a set of data pertaining to the location. In one or more embodiments, the particular location is a room within a building. In one or more embodiments, the method further comprises retrieving additional data based at least in part on the identified location of the user. In one or more embodiments, the additional data comprises geometric map data corresponding to the identified location.

[0058] In one or more embodiments, the method further comprises displaying one or more virtual objects to the user of the augmented reality system based at least in part on the geometric map of the identified location. In one or more embodiments, the method further comprises constructing a map based at least in part on the set of fingerprint data corresponding to the plurality of locations. In one or more embodiments, each fingerprint data that identifies a location comprises a node of the constructed map.

[0059] In one or more embodiments, a first node is connected to a second node if the first and second node have at least one shared augmented reality device in common. In one or more embodiments, the map is layered over a geometric map of the real world. In one or more embodiments, the captured data comprises an image of the user’s surroundings, and wherein the image is processed to generate data that is of the same format as the fingerprint data.

[0060] In one or more embodiments, the method further comprises generating a color histogram by processing the image of the user’s surroundings. In one or more embodiments, the constructed map is used to find errors in the geometric map of the real world.

[0061] In another aspect, a method of displaying augmented reality comprises capturing a first set of 2D map points through a first augmented reality system, capturing a second set of 2D map points through a second augmented reality system, and determining a 3D position of one or more map points of the first and second set of 2D map points based at least in part on the captured first and second set of 2D map points.

[0062] In one or more embodiments, the method further comprises determining a pose of the first and second augmented reality systems. In one or more embodiments, the pose comprises a position of the augmented reality system in relation to the set of 2D map points. In one or more embodiments, the pose comprises an orientation of the augmented reality s system in relation to the set of 2D map points.

[0063] In one or more embodiments, the method further comprises determining a depth information of one or more objects through at least one of the first and second augmented reality systems. In one or more embodiments, the method further comprises determining a pose of a third augmented reality system based at least in part on the determined 3D points of the one or more map points.

[0064] In one or more embodiments, the method further comprises constructing a geometry of one or more objects based at least in part on the determined 3D points of the one or more map points. In one or more embodiments, the captured set of 2D map points are extracted from one or more images captured through the first or second augmented reality systems.

[0065] In another aspect, a method of displaying augmented reality comprises capturing a set of map points from the real world through a plurality of augmented reality systems, and constructing a geometric map of the real world based at least in part on the captured set of map points, wherein a node of a geometric map comprises a keyframe that captured at least a first set of map points, and a strength of a connection between two nodes of the geometric map corresponds to a number of shared map points between the two nodes.

[0066] In one or more embodiments, the method further comprises identifying a point of stress in the constructed geometric map. In one or more embodiments, the point of stress is identified based at least in part on information retrieved from a topological map. In one or more embodiments, the point of stress is identified based at least in part on a discrepancy in a location of a particular keyframe in relation to the geometric map. In one or more embodiments, the point of stress is identified based on a maximum residual error of the geometric map.

[0067] In one or more embodiments, the point of stress is distributed through a bundle adjust process. In one or more embodiments, the identified point of stress is radially distributed to a first wave of nodes outside the node closest to the identified point of stress. In one or more embodiments, the first wave of nodes outside of the node comprises a network or nodes that have a single degree of separation from the node closest to the identified point of stress.

[0068] In one or more embodiments, the identified point of stress is further radially distributed to second wave of nodes outside the first wave of nodes. In one or more embodiments, the nodes of the first wave of nodes are marked if the stress is radially distributed to the first wave of nodes.

[0069] In another aspect, an augmented reality system comprises a set of individual augmented reality systems to capture a set of map points from the real world, a database to receive the set of map points and to store the set of map points from the real world, and a processor communicatively coupled to the database to construct a geometric map of the real world based at least in part on the captured set of map points, wherein a node of the geometric map comprises a keyframe that captured at least a first set of map points, and a strength of a connection between two nodes of the geometric map corresponds to a number of shared map points between the two nodes.

[0070] In one or more embodiments, the processor identifies a point of stress in the constructed geometric map. In one or more embodiments, the point of stress is identified based at least in part on information retrieved from a topological map. In one or more embodiments, the point of stress is identified based at least in part on a discrepancy in a location of a particular keyframe in relation to the geometric map.

[0071] In one or more embodiments, the point of stress is identified based on a maximum residual error of the geometric map. In one or more embodiments, the point of stress is distributed through a bundle adjust process. In one or more embodiments, the identified point of stress is radially distributed to a first wave of nodes outside the node closest to the identified point of stress. In one or more embodiments, the first wave of nodes outside of the node comprises a network or nodes that have a single degree of separation from the node closest to the identified point of stress.

[0072] In one or more embodiments, the identified point of stress is further radially distributed to second wave of nodes outside the first wave of nodes. In one or more embodiments, the nodes of the first wave of nodes are marked if the stress is radially distributed to the first wave of nodes.

[0073] In another aspect, a method of displaying augmented reality comprises capturing a set of map points pertaining to the real world, wherein the set of map points are captured through a plurality of augmented reality systems, determining a position of plurality of keyframes that captured the set of map points, determining a set of new map points based at least in part on the captured set of map points and the determined position of the plurality of keyframes.

[0074] In one or more embodiments, the method comprises rendering a line from the determined position of the plurality of keyframes to respective map points captured from the plurality of keyframes, wherein the set of new map points are determined based on the render. In one or more embodiments, the method further comprises further comprising identifying a point of intersection between multiple rendered lines, and wherein the set of new points are based at least in part on the identified points of intersection. In one or more embodiments, the method further comprises rendering a triangular cone from the determined position of the plurality of keyframes to respective map points captured from the plurality of keyframes, wherein the captured map point lies on a bisector of the triangular cone.

[0075] In one or more embodiments, the method further comprises selectively shading the triangular cone such that the bisector of the triangular cone is the brightest portion of the triangular cone. In one or more embodiments, the method further comprises identifying points of intersection between at least two rendered triangular cones, wherein the set of new map points are based at least in part on the identified points of intersection. In one or more embodiments, the set of new map points are determined based at least in part on the brightness of the identified points of intersection.

[0076] In one or more embodiments, the set of new map points are determined based at least in part on a pixel pitch corresponding to the identified points of intersection. In one or more embodiments, the set of new map points are determined based at least in part on a pixel pitch corresponding to the identified points of intersection. In one or more embodiments, the method further comprises placing a virtual keyframe in relation to an existing set of keyframes, wherein the set of new map points are determined based at least in part on the virtual keyframe.

[0077] In one or more embodiments, the method further comprises determining a most orthogonal direction to the existing set of keyframes, and positioning the virtual keyframe at the determined orthogonal direction. In one or more embodiments, the most orthogonal direction is determined along an x coordinate. In one or more embodiments, the most orthogonal direction is determined along a y coordinate.

[0078] In one or more embodiments, the most orthogonal direction is determined along a z coordinates. In one or more embodiments, the method further comprises rendering lines from the virtual keyframe to the set of map points, and determining the new map points based at least in part on one or more points of intersection of the rendered lines.

[0079] In one or more embodiments, the method further comprises applying a summing buffer to determine the points of intersection.

[0080] In one or more embodiments, the further comprises rendering triangular cones from the virtual keyframe to the set of map points, and determining the new map points based at least in part on one or more points of intersection.

[0081] In one or more embodiments, the method further comprises performing a bundle adjust to correct a location of a new map point of the set of new map points. In one or more embodiments, the set of new map points are added to a map of the real world. In one or more embodiments, the method further comprises delivering virtual content to one or more augmented reality display systems based at least in part on the map of the real world.

[0082] In yet another aspect, an augmented reality system comprises one or more sensors to capture a set of map points pertaining to the real world, wherein the set of map points are captured through a plurality of augmented reality systems, and a processor to determine a position of a plurality of keyframes that captured the set of map points, and to determine a set of new map points based at least in part on the captured set of map points and the determined position of the plurality of keyframes.

[0083] In one or more embodiments, the processor renders a line from the determined position of the plurality of keyframes to respective map points captured from the plurality of keyframes, wherein the set of new map points are determined based on the render. In one or more embodiments, the processor identifies a point of intersection between multiple rendered lines, and wherein the set of new points are determined based at least in part on the identified points of intersection.

[0084] In one or more embodiments, the processor renders a triangular cone from the determined position of the plurality of keyframes to respective map points captured from the plurality of keyframes, wherein the captured map point lies on a bisector of the triangular cone. In one or more embodiments, the processor selectively shades the triangular cone such that the bisector of the triangular cone is the brightest portion of the triangular cone.

[0085] In one or more embodiments, the processor identifies points of intersection between at least two rendered triangular cones, wherein the set of new map points are based at least in part on the identified points of intersection. In one or more embodiments, the set of new map points are determined based at least in part on the brightness of the identified points of intersection. In one or more embodiments, the set of new map points are determined based at least in part on a pixel pitch corresponding to the identified points of intersection.

[0086] In one or more embodiments, the set of new map points are determined based at least in part on a pixel pitch corresponding to the identified points of intersection. In one or more embodiments, the processor places a virtual keyframe in relation to an existing set of keyframes, wherein the set of new map points are determined based at least in part on the virtual keyframe. In one or more embodiments, the processor determines a most orthogonal direction to the existing set of keyframes, and positions the virtual keyframe at the determined orthogonal direction.

[0087] In one or more embodiments, the most orthogonal direction is determined along an x coordinate. In one or more embodiments, the most orthogonal direction is determined along a y coordinate. In one or more embodiments, the most orthogonal direction is determined along a z coordinates.

[0088] In one or more embodiments, the processor renders lines from the virtual keyframe to the set of map points, and determines the new map points based at least in part on one or more points of intersection of the rendered lines. In one or more embodiments, the processor applies a summing buffer to determine the points of intersection.

[0089] In one or more embodiments, the processor renders triangular cones from the virtual keyframe to the set of map points, and determines the new map points based at least in part on one or more points of intersection. In one or more embodiments, the processor performs a bundle adjust to correct a location of a new map point of the set of new map points. In one or more embodiments, the set of new map points are added to a map of the real world. In one or more embodiments, virtual content is delivered to one or more augmented reality display systems based at least in part on the map of the real world.

[0090] In another aspect, an augmented reality device comprises one or more sensors to detect at least one property pertaining to an ambient light, a processor communicatively coupled to the one or more sensors to modify one or more characteristics associated with a virtual image to be projected to the user of a head-mounted augmented reality system based at least in part on the detected property pertaining to the ambient light, and an optical sub-system to project light associated with the virtual image having the at least one modified characteristic.

[0091] In one or more embodiments, the characteristic pertains to a location of the virtual image. In one or more embodiments, the one or more sensors comprises a photodiode. In one or more embodiments, the location of the projected virtual image corresponds to a dark area of the user’s field of vision. In one or more embodiments, the characteristic pertains to a color intensity of the virtual image.

[0092] In one or more embodiments, the processor selects one or more additional virtual objects to project to the user based at least in part on the at least one detected property of the ambient light. In one or more embodiments, the one or more additional virtual objects comprises a halo. In one or more embodiments, the processor selects a filter to change an intensity of the light associated with the virtual image. In one or more embodiments, the processor selectively illuminates the virtual image. In one or more embodiments, the characteristic pertains to a speed of delivery of multiple frames corresponding to the virtual image.

[0093] In one or more embodiments, the augmented reality device further comprises a spatial backlight to selectively illuminate a portion of the projected light. In one or more embodiments, the augmented reality device further comprises a variable focus element (VFE) to alter a perceived depth of the light, wherein the perceived depth of light is altered based at least in part on the at least one detected property of the ambient light.

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