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VIDEO FRAME INTERPOLATION METHOD AND APPARATUS, AND COMPUTER-READABLE STORAGE MEDIUM

机译:视频帧插值方法和装置,以及计算机可读存储介质

摘要

The present disclosure relates to the technical field of information presentation, and particularly relates to a video frame interpolation method and apparatus, a computer-readable storage medium, and an electronic device. Said method comprises: obtaining, according to two input frames, two initial optical flow graphs corresponding to the two input frames; optimizing the initial optical flow graphs to obtain target optical flow graphs; obtaining a frame interpolation kernel, two depth graphs, and two context feature graphs according to the two input frames; and obtaining an output frame according to the target optical flow graphs, the depth graphs, the context feature graphs, and the frame interpolation kernel by using a frame synthesis method. The described steps at least meet one of the following conditions: performing iterative residual optical flow estimation on the two input frames, to obtain two initial optical flow graphs; optimizing, according to the two input frames, the initial optical flow graphs by using pixel adaptive convolution in combination with upsampling, to obtain target optical flow graphs; obtaining, according to the two input frames, two depth graphs by using a target depth estimation model; and obtaining an output frame according to the target optical flow graphs, the depth graphs, the context feature graphs, and the frame interpolation kernel by using a pixel adaptive convolution frame synthesis method.
机译:本公开涉及信息呈现技术领域,尤其涉及视频帧内插方法和装置,计算机可读存储介质和电子设备。所述方法包括:根据两个输入帧获得,两个初始光学流图对应于两个输入框架;优化初始光学流图以获得目标光学流程图;根据两个输入帧获取帧插值内核,两个深度图和两个上下文特征图;通过使用帧合成方法,根据目标光学流程图,深度图,上下文特征图和帧插值内核获得输出帧。所描述的步骤至少满足以下条件之一:在两个输入帧上执行迭代残留光学流量估计,以获得两个初始光学流程图;根据两个输入帧优化,通过使用像素自适应卷积与上采样来使用像素自适应卷积,以获得目标光学流程图;根据两个输入帧获得两个深度图,使用目标深度估计模型;通过使用像素自适应卷积帧合成方法,根据目标光学流程图,深度图,上下文特征图和帧插值内核获得输出帧。

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