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Motion-blurred Video Interpolation and Extrapolation

AAAI 2021 · Video › Video segmentation and tracking · approach: Video frame interpolation · 15 citations (OpenAlex)

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Measured effects reported in the paper

What was changedWhereMeasuredEffect
Use joint motion-based interpolation and extrapolation rather than Jin-SloMomotion-blurred video interpolation · GoProPSNR: 30.321 -> 32.202Helped
Use joint motion-based interpolation and extrapolation rather than Jin-SloMomotion-blurred video interpolation · Sony RX VPSNR: 29.267 -> 31.019Helped
Use the proposed model rather than SRNmiddle frame deblurring · GoProPSNR: 33.382 -> 32.994Hurt
Use the proposed model rather than SRNmiddle frame deblurring · Sony RX VPSNR: 30.827 -> 31.650Helped
Add optical flow estimation (ablation)motion-blurred interpolation · GoProPSNR: 29.509 -> 32.202Helped
Add optical flow estimation (ablation)motion-blurred interpolation · Sony RX VPSNR: 28.316 -> 31.019Helped
Apply the flow-based temporal ordering fix when flow estimation is removed (ablation)no-flow model · GoProPSNR: 29.509 -> 30.219Helped
Apply the flow-based temporal ordering fix when flow estimation is removed (ablation)no-flow model · Sony RX VPSNR: 28.316 -> 29.163Helped
Add motion decoders to refine STN-transformed features with local motion (ablation)motion-blurred interpolation · GoProPSNR: 28.789 -> 32.202Helped
Add motion decoders to refine STN-transformed features with local motion (ablation)motion-blurred interpolation · Sony RX VPSNR: 27.467 -> 31.019Helped
Add STNs to motion decoders to model global motion (ablation)motion-blurred interpolation · GoProPSNR: 31.317 -> 32.202Helped
Add STNs to motion decoders to model global motion (ablation)motion-blurred interpolation · Sony RX VPSNR: 30.125 -> 31.019Helped

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