Abstract: The aspects described herein include receiving a request for available images depicting a user. One or more time and location indicators indicating one or more locations visited by the user are determined. Based on at least in part the one or more time and location indicators, a set of candidate images may be identified. The set of candidate images depict one or more locations at a time corresponding to at least one of the time indicators. Pose data related to the user may be obtained based on the location indicators. The pose data indicates a position and orientation of the user during a visit at a given location depicted in the set of candidate images. One or more images from the set of candidate images may be selected based on the pose data and the 3D reconstruction. The selected images include at least a partial view of the user.

Abstract: The disclosure provides rifamycin and rifamycin derivative compositions, including rifabutin and rifabutin derivative compositions able to cause drug-sensitization in a cancer cell or inhibition of a cancer cell. The disclosure also provides methods of administering such compositions to cancer cells to sensitize them to drugs, such as chemotherapeutics, or directly inhibit them. The disclosure also provides methods of administering such compositions to increase reactive oxygen species (ROS), particularly superoxides, in cancer cells. The disclosure further provides methods of determining whether a cancer will respond to chemotherapeutics and whether to administer rifamycin or a rifamycin derivative based on ROS levels in cancer cells of a patient.

Abstract: In one aspect, one or more computing devices receive a set of image frames. Each image frame includes pixels. The computing devices align image frames in order to identify flows of the pixels in the set of image frames. Regions of bokeh effect are identified in each image frame by measuring the sizes of areas of expansion across image frames using a set of assumptions and the identified flows. The computing devices adjust the alignment of the set of image frames based at least in part on the identified regions of bokeh effect. For each image frame, the computing devices generates an index map of focus values for each of the pixels that image frame using the improved alignment. A depth map is generated by the computing devices based at least in part on the index maps.

Abstract: Methods, systems, and articles of manufacture for generating a panoramic image of a long scene, are disclosed. These include, fitting a plurality of planes to 3D points associated with input images of portions of the long scene, where one or more respective planes are fitted to each of a ground surface, a dominant surface, and at least one of one or more foreground objects and one or more background objects in the long scene, and where distances from the 3D points to the fitted planes are substantially minimized.

Abstract: Systems and methods for aligning ground based images of a geographic area taken from a perspective at or near ground level and a set of aerial images taken from, for instance, an oblique perspective, are provided. More specifically, candidate aerial imagery can be identified for alignment with the ground based image. Geometric data associated with the ground based image can be obtained and used to warp the ground based image to a perspective associated with the candidate aerial imagery. One or more feature matches between the warped image and the candidate aerial imagery can then be identified using a feature matching technique. The matched features can be used to align the ground based image with the candidate aerial imagery.

Abstract: An exemplary method includes prompting a user to capture video data at a location. The location is associated with navigation directions for the user. Information representing visual orientation and positioning information associated with the captured video data is received by one or more computing devices, and a stored data model representing a 3D geometry depicting objects associated with the location is accessed. Between corresponding images from the captured video data and projections of the 3D geometry, one or more candidate change regions are detected. Each candidate change region indicates an area of visual difference between the captured video data and projections. When it is detected that a count of the one or more candidate change regions is below a threshold, the stored model data is updated with at least part of the captured video data based on the visual orientation and positioning information associated with the captured video data.

Abstract: Systems and methods for browsing images of points of interest (POIs) are provided. Indication of selection of POI from among multiple POIs is received. Image graph associated with POI is identified. Image graph includes multiple images of POI. Tour path for POI is defined within image graph. Specific image from tour path defined within image graph is provided for display. Previous image and next image relative to specific image along tour path defined within image graph are determined. First set of additional images from image graph based on specific image is determined. First set of additional images corresponds to set of images in image graph proximate to specific image. Link to previous image or next image, and link to each member of first set of additional images for display with specific image are provided.

Abstract: Systems and methods for generating image tour are provided. Method includes receiving sequence of images. Each image has associated depth map and is characterized by plurality of parameters. Method includes interpolating flow path containing points corresponding to each image for each parameter. Each flow path relates parameterization to parameter. Method includes identifying rendering artifacts based on sequence of images, associated depth maps, and interpolated flow paths. Method includes identifying slow segments and fast segments in each of interpolated flow paths based on identified rendering artifacts. Method includes determining start/stop times for each of slow segments. Method includes interpolating time curve based on determined start/stop times for each of slow segments and fixed duration of time for each of fast segments. Time curve relates time to parameterization.

Abstract: Systems and methods for aligning ground based images of a geographic area taken from a perspective at or near ground level and a set of aerial images taken from, for instance, an oblique perspective, are provided. More specifically, candidate aerial imagery can be identified for alignment with the ground based image. Geometric data associated with the ground based image can be obtained and used to warp the ground based image to a perspective associated with the candidate aerial imagery. One or more feature matches between the warped image and the candidate aerial imagery can then be identified using a feature matching technique. The matched features can be used to align the ground based image with the candidate aerial imagery.

Abstract: The disclosure provides rifamycin and rifamycin derivative compositions, including rifabutin and rifabutin derivative compositions able to cause drug-sensitization in a cancer cell or inhibition of a cancer cell. The disclosure also provides methods of administering such compositions to cancer cells to sensitize them to drugs, such as chemotherapeutics, or directly inhibit them. The disclosure also provides methods of administering such compositions to increase reactive oxygen species (ROS), particularly superoxides, in cancer cells. The disclosure further provides methods of determining whether a cancer will respond to chemotherapeutics and whether to administer rifamycin or a rifamycin derivative based on ROS levels in cancer cells of a patient.

Abstract: An exemplary method for navigating among photos includes determining, using one or more computing devices, visual characteristics of a person depicted in a first image associated with a first location. These visual characteristics of the person are detected in a second image associated with a second location. Using the one or more computing devices, a series of intermediate images are identified based on the first location and the second location. Each intermediate image is associated with a location. The series of intermediate images and the second image are provided. Images of an intermediate destination from the series of intermediate images are selected based on a density of images at the intermediate destination. A 3D reconstruction of the intermediate destination is then generated based on the selected images. Thereafter, a visual presentation of images traversing through the 3D reconstruction of the intermediate destination to the second image is prepared for display.

Abstract: A system and method is provided of detecting user manipulation of an inanimate object and interpreting that manipulation as input. In one aspect, the manipulation may be detected by an image capturing component of a computing device, and the manipulation is interpreted as an instruction to execute a command, such as opening up a drawing application in response to a user picking up a pen. The manipulation may also be detected with the aid of an audio capturing device, e.g., a microphone on the computing device.

Abstract: Methods, systems, and articles of manufacture for generating a panoramic image of a long scene are disclosed. These include, fitting planes to 3D points associated with input images of portions of the long scene, where respective planes are fitted to a ground surface, a dominant surface, and at least one of foreground objects and background objects, and where distances from the 3D points to the fitted planes are minimized. These also include, selecting, for respective pixels in the panoramic image, an input image and a fitted plane such that a distance is minimized from the selected the fitted plane to a surface corresponding to the pixels and occlusion of the pixels is reduced in the selected input image, and stitching by projecting the selected input image using the selected fitted plane into the virtual camera.

Abstract: In one aspect, one or more computing devices receive a set of image frames. Each image frame includes pixels. The computing devices align image frames in order to identify flows of the pixels in the set of image frames. Regions of bokeh effect are identified in each image frame by measuring the sizes of areas of expansion across image frames using a set of assumptions and the identified flows. The computing devices adjust the alignment of the set of image frames based at least in part on the identified regions of bokeh effect. For each image frame, the computing devices generates an index map of focus values for each of the pixels that image frame using the improved alignment. A depth map is generated by the computing devices based at least in part on the index maps.

Abstract: A system and method is provided for determining whether images of a geographic location identify features with characteristics consistent with shadows cast by people, and using such determination to annotate map information. If such features are identified at the location, the map may be annotated to indicate that the location is frequented by pedestrians.

Abstract: In one aspect, one or more computing devices receive a set of image frames. Each image frame includes pixels. The computing devices align image frames in order to identify flows of the pixels in the set of image frames. Regions of bokeh effect are identified in each image frame by measuring the sizes of areas of expansion across image frames using a set of assumptions and the identified flows. The computing devices adjust the alignment of the set of image frames based at least in part on the identified regions of bokeh effect. For each image frame, the computing devices generates an index map of focus values for each of the pixels that image frame using the improved alignment. A depth map is generated by the computing devices based at least in part on the index maps.

Abstract: A computer-implemented method, system and computer-readable medium for transitioning between images in a three-dimensional space are provided. A three-dimensional (3D) model of a location that includes multiple two-dimensional images textured onto the 3D model and each image is associated with a set of credentials is provided. A virtual path is generated within the 3D model, the virtual path including at least some of the plurality of images in the sequential order. For each image in the virtual path, a type of a transition within each image and between the adjacent images in the sequential order is determined. The type of transition is based on the set of credentials associated with each image. As the virtual path is traversed using a virtual camera, where the virtual camera activates transitions associated with each image and the transitions ensure that the movement within the 3D model appears constant to the user.

Abstract: Methods, systems, and articles of manufacture for generating a panoramic image of a long scene are disclosed. These include, fitting planes to 3D points associated with input images of portions of the long scene, where respective planes are fitted to a ground surface, a dominant surface, and at least one of foreground objects and background objects, and where distances from the 3D points to the fitted planes are minimized. These also include, selecting, for respective pixels in the panoramic image, an input image and a fitted plane such that a distance is minimized from the selected the fitted plane to a surface corresponding to the pixels and occlusion of the pixels is reduced in the selected input image, and stitching by projecting the selected input image using the selected fitted plane into the virtual camera.

Abstract: Systems and methods for browsing images of points of interest (POIs) are provided. Indication of selection of POI from among multiple POIs is received. Image graph associated with POI is identified. Image graph includes multiple images of POI. Tour path for POI is defined within image graph. Specific image from tour path defined within image graph is provided for display. Previous image and next image relative to specific image along tour path defined within image graph are determined. First set of additional images from image graph based on specific image is determined. First set of additional images corresponds to set of images in image graph proximate to specific image. Link to previous image or next image, and link to each member of first set of additional images for display with specific image are provided.

Abstract: Aspects of the disclosure relate generally to providing a user with an image navigation experience. In order to do so, a reference image may be identified. A set of potential target images for the reference image may also be identified. A drag vector for user input relative to the reference image is determined. For particular image of the set of target images an associated cost is determined based at least in part on a cost function and the drag vector. A target image is selected based on the determined associated costs.