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Framework for video conferencing based on face restoration

專利號
US11659193B2
公開日期
2023-05-23
申請人
TENCENT AMERICA LLC(US CA Palo Alto)
發(fā)明人
Wei Jiang; Wei Wang; Shan Liu
IPC分類
H04N19/29; H04N19/30; H04N19/85; H04N19/17; G06T3/40; G06T7/62; G06V40/16; G06N3/045
技術(shù)領(lǐng)域
video,efa,facial,prediction,coded,landmark,intra,in,picture,be
地域: CA CA Palo Alto

摘要

There is included a method and apparatus comprising computer code configured to cause a processor or processors to perform obtaining video data, detecting at least one face from at least one frame of the video data, determining a set of facial landmark features of the at least one face from the at least one frame of the video data, and coding the video data at least partly by a neural network based on the determined set of facial landmark features.

說明書

On the decoder side, such as described for example with respect to the flowchart 1100 of FIG. 11 and various modules of FIG. 12, received encoded bitstreams, at S111, are first decompressed, at S112, to obtain the decoded down-sampled sequence X=x1, x2, . . . , data 136, the decoded EFA features Fb,1, Fb,2, . . . , data 129, and the decoded facial landmark features Fl,1, Fl,2, . . . , data 128. Each decoded frame xi corresponds to the down-sampled x′i. Each decoded EFA feature Fb,i corresponds to the EFA feature Fb,i. Each decoded landmark feature Fl,i corresponds to the landmark feature Fl,i. At S113, the decoded down-sampled sequence X=x1, x2, . . . is passed through an ST Up Sample module 137 to generate an up-sampled sequence X=x1, x2, . . . , data 138. Corresponding to the encoder size, this ST Up Sample module performs spatial, temporal, or both spatial and temporal up-sampling as an inverse operation of the down-sampling process in the ST Down Sample module 123. When the spatial down-sampling is used on the encoder side, the spatial up-sampling is used here where each xi is up-sampled into xi at the same time stamp, e.g., by traditional interpolation or DNN-based super-resolution methods, and xi will have the same resolution with xi. When temporal down-sampling is used on the encoder side, the temporal up-sampling is used here where each xki is xi and the additional (k?1) frames between xki and x(k+1)i are computed, e.g., by using traditional motion interpolation or DNN-based frame synthesis methods based on xki and x(k+1)i. When both spatial and temporal down-sampling is used on the encoder side, the spatial and temporal up-sampling is used here where each xki is computed from xi by spatially up-sampling xi using traditional interpolation or DNN-based super-resolution methods, and the additional frames between xki and x(k+1)i are further generated by using traditional motion interpolation or DNN-based frame synthesis methods based on xki and x(k+1)i.

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