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FRAME INTERPOLATION VIA ADAPTIVE CONVOLUTION AND ADAPTIVE SEPARABLE CONVOLUTION
FRAME INTERPOLATION VIA ADAPTIVE CONVOLUTION AND ADAPTIVE SEPARABLE CONVOLUTION
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机译:通过自适应卷积和自适应可分卷积进行帧插值
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摘要
Systems, methods, and computer-readable media for context-aware synthesis for video frame interpolation are provided. A convolutional neural network (ConvNet) may, given two input video or image frames, interpolate a frame temporarily in the middle of the two input frames by combining motion estimation and pixel synthesis into a single step and formulating pixel interpolation as a local convolution over patches in the input images. The ConvNet may estimate a convolution kernel based on a first receptive field patch of a first input image frame and a second receptive field patch of a second input image frame. The ConvNet may then convolve the convolutional kernel over a first pixel patch of the first input image frame and a second pixel patch of the second input image frame to obtain color data of an output pixel of the interpolation frame. Other embodiments may be described and/or claimed.
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