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公开(公告)号:US20220156883A1
公开(公告)日:2022-05-19
申请号:US17665412
申请日:2022-02-04
Applicant: Nvidia Corporation
Inventor: Robert Pottorff , David Tarjan , Andrew Tao , Bryan Catanzaro
Abstract: Apparatuses, systems, and techniques are presented to generate images with one or more visual effects applied. In at least one embodiment, one or more visual effects are applied to one or more images having a resolution that is less than a first resolution and those visual effects approximated for one or more images having a resolution that is greater than or equal to the first resolution.
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公开(公告)号:US20220138903A1
公开(公告)日:2022-05-05
申请号:US17089445
申请日:2020-11-04
Applicant: Nvidia Corporation
Inventor: Shiqiu Liu , Robert Pottorff , Andrew Tao , Bryan Catanzaro
Abstract: Apparatuses, systems, and techniques are presented to train one or more neural networks. In at least one embodiment, one or more neural networks are trained based, at least in part, on one or more image sequences, where backpropagation is performed using one or more subsets of images from the one or more image sequences.
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公开(公告)号:US20210279841A1
公开(公告)日:2021-09-09
申请号:US16813589
申请日:2020-03-09
Applicant: NVIDIA Corporation
Inventor: Guilin Liu , Andrew Tao , Bryan Christopher Catanzaro , Ting-Chun Wang , Zhiding Yu , Shiqiu Liu , Fitsum Reda , Karan Sapra , Brandon Rowlett
Abstract: Apparatuses, systems, and techniques for texture synthesis from small input textures in images using convolutional neural networks. In at least one embodiment, one or more convolutional layers are used in conjunction with one or more transposed convolution operations to generate a large textured output image from a small input textured image while preserving global features and texture, according to various novel techniques described herein.
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公开(公告)号:US20210067735A1
公开(公告)日:2021-03-04
申请号:US16559312
申请日:2019-09-03
Applicant: Nvidia Corporation
Inventor: Fitsum Reda , Deqing Sun , Aysegul Dundar , Mohammad Shoeybi , Guilin Liu , Kevin Shih , Andrew Tao , Jan Kautz , Bryan Catanzaro
Abstract: Apparatuses, systems, and techniques to enhance video. In at least one embodiment, one or more neural networks are used to create, from a first video, a second video having a higher frame rate, higher resolution, or reduced number of missing or corrupt video frames.
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公开(公告)号:US20220405987A1
公开(公告)日:2022-12-22
申请号:US17351303
申请日:2021-06-18
Applicant: Nvidia Corporation
Inventor: Robert Pottorff , Karan Sapra , Andrew Tao , Bryan Catanzaro , Jarmo Lunden
Abstract: Apparatuses, systems, and techniques are presented to generate one or more images. In at least one embodiment, two or more pixels from two or more images are blended based, at least in part, on a distance of the two or more pixels from a region of the two or more images, in which pixel colors are substantially similar.
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公开(公告)号:US20220222778A1
公开(公告)日:2022-07-14
申请号:US17710643
申请日:2022-03-31
Applicant: NVIDIA Corporation
Inventor: Shiqiu Liu , Robert Thomas Pottorff , Guilin Liu , Karan Sapra , Jon Barker , David Tarjan , Pekka Janis , Edvard Olav Valter Fagerholm , Lei Yang , Kevin Jonathan Shih , Marco Salvi , Timo Roman , Andrew Tao , Bryan Christopher Catanzaro
Abstract: Apparatuses, systems, and techniques are presented to generate images. In at least one embodiment, one or more neural networks are used to generate one or more images using one or more pixel weights determined based, at least in part, on one or more sub-pixel offset values.
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公开(公告)号:US20220092736A1
公开(公告)日:2022-03-24
申请号:US17543075
申请日:2021-12-06
Applicant: Nvidia Corporation
Inventor: Shiqiu Liu , Matthieu Le , Andrew Tao
Abstract: Apparatuses, systems, and techniques to enhance video are disclosed. In at least one embodiment, one or more neural networks are used to create a higher resolution video using upsampled frames from a lower resolution video.
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公开(公告)号:US20220067879A1
公开(公告)日:2022-03-03
申请号:US17012000
申请日:2020-09-03
Applicant: Nvidia Corporation
Inventor: Robert Pottorff , David Tarjan , Andrew Tao , Bryan Catanzaro
Abstract: Apparatuses, systems, and techniques are presented to generate images with one or more visual effects applied. In at least one embodiment, one or more visual effects are applied to one or more images having a resolution that is less than a first resolution and those visual effects approximated for one or more images having a resolution that is greater than or equal to the first resolution.
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公开(公告)号:US20210073944A1
公开(公告)日:2021-03-11
申请号:US16565088
申请日:2019-09-09
Applicant: Nvidia Corporation
Inventor: Shiqiu Liu , Matthieu Le , Andrew Tao
Abstract: Apparatuses, systems, and techniques to enhance video are disclosed. In at least one embodiment, one or more neural networks are used to create a higher resolution video using upsampled frames from a lower resolution video.
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公开(公告)号:US20190295228A1
公开(公告)日:2019-09-26
申请号:US16360895
申请日:2019-03-21
Applicant: NVIDIA Corporation
Inventor: Guilin Liu , Fitsum A. Reda , Kevin Shih , Ting-Chun Wang , Andrew Tao , Bryan Catanzaro
Abstract: A neural network architecture is disclosed for performing image in-painting using partial convolution operations. The neural network processes an image and a corresponding mask that identifies holes in the image utilizing partial convolution operations, where the mask is used by the partial convolution operation to zero out coefficients of the convolution kernel corresponding to invalid pixel data for the holes. The mask is updated after each partial convolution operation is performed in an encoder section of the neural network. In one embodiment, the neural network is implemented using an encoder-decoder framework with skip links to forward representations of the features at different sections of the encoder to corresponding sections of the decoder.
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