APPARATUS AND METHOD FOR PROCESSING IMAGE DATA

    公开(公告)号:US20210232848A1

    公开(公告)日:2021-07-29

    申请号:US15734785

    申请日:2019-08-14

    Inventor: Tinghuai WANG

    Abstract: Apparatus for processing image data associated with at least one input image, including a convolutional neural network, CNN, -based encoder configured to provide a plurality of hierarchical feature maps based on the image data, a decoder configured to provide output data based on the plurality of feature maps, wherein the decoder includes a convolutional long short-term memory, Conv-LSTM, module configured to sequentially process at least some of the plurality of hierarchical feature maps.

    APPARATUS AND A METHOD FOR NEURAL NETWORK COMPRESSION

    公开(公告)号:US20220083866A1

    公开(公告)日:2022-03-17

    申请号:US17423314

    申请日:2020-01-02

    Abstract: There is provided an apparatus comprising means for performing: training a neural network by applying an optimization loss function, wherein the optimization loss function considers empirical errors and model redundancy (210); pruning a trained neural network by removing one or more filters that have insignificant contributions from a set of filters (220); and providing the pruned neural network for transmission (230).

    METHODS AND APPARATUSES FOR PANORAMIC IMAGE PROCESSING

    公开(公告)号:US20190012804A1

    公开(公告)日:2019-01-10

    申请号:US16019349

    申请日:2018-06-26

    Abstract: This specification describes a method comprising generating, from a plurality of first images representing a scene, at least one stereoscopic panoramic image comprising a left-eye panoramic image and a right-eye panoramic image. Depth map images are generated corresponding to each of the left and right-eye panoramic images. Each of the left and right-eye panoramic images are re-projected to obtain a plurality of second images, each associated with a respective virtual camera. Each of the left and right-eye depth map images are re-projected to generate a re-projected depth map associated with each second image. A first three-dimensional model of the scene based on the plurality of second images is determined. A second three-dimensional model of the scene based on the plurality of re-projected depth map images is determined. One or more corresponding points of the first and second three-dimensional models is or are compared to determine a scaling factor.

    APPARATUS AND ASSOCIATED METHODS
    7.
    发明申请

    公开(公告)号:US20190213769A1

    公开(公告)日:2019-07-11

    申请号:US16325771

    申请日:2017-08-15

    Abstract: An apparatus configured to, in respect of virtual reality content comprising video imagery configured to provide a virtual reality space wherein a virtual reality view presented to a user provides for viewing of the VR space; based on a comment made by and a virtual location of a commenting-user in the virtual reality space when the comment was made; provide for determination of a point of interest in the virtual reality space, the point of interest identified based on, at least, the virtual location of the commenting-user when the comment was made and semantic analysis of the comment to identify the point of interest surrounding the virtual location to which the comment refers, the point of interest associated with the comment thereby enabling the comment to be overlaid over the virtual reality view of the video imagery.

    METHOD, AN APPARATUS AND A COMPUTER PROGRAM PRODUCT FOR OBJECT DETECTION

    公开(公告)号:US20180314894A1

    公开(公告)日:2018-11-01

    申请号:US15956878

    申请日:2018-04-19

    Inventor: Tinghuai WANG

    Abstract: A method, an apparatus and a computer program product are provided, wherein the method comprises receiving a video comprising video frames as an input; generating set of object proposals from the video, the set of object proposals comprising positive object proposals and negative object proposals; generating object tracklets comprising regions appearing in consecutive frames of the video, said regions corresponding to object proposals with a high confidence; constructing a graph for the object proposals to rescore the object proposals in the generated object tracklets; and aggregating the rescored object proposals to produce an object detection.

    METHODS AND APPARATUSES FOR DETERMINING POSITIONS OF MULTI-DIRECTIONAL IMAGE CAPTURE APPARATUSES

    公开(公告)号:US20180293805A1

    公开(公告)日:2018-10-11

    申请号:US15948012

    申请日:2018-04-09

    Abstract: A method comprising performing image re-projection on each of a plurality of first images of a scene, thereby to generate a plurality of re-projected second images of the scene, wherein each first image of the scene is captured by a respective camera of a first multi-directional image capture apparatus and each second image of the scene is associated with a respective virtual camera; processing the plurality of second images based on a previously generated virtual three dimensional model of the scene, thereby to generate respective positions of the virtual cameras associated with the second images; and determining a position of the first multi-directional image capture apparatus based on one or more of the generated positions of the virtual cameras.

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