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Event-Based Frame Interpolation With Ad-Hoc Deblurring

CVPR 2023 · Video › Video segmentation and tracking · approach: Event-based video reconstruction · 69 citations (OpenAlex)

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Measured effects reported in the paper

What was changedWhereMeasuredEffect
Use REFID instead of E2VID+blurry frame interpolation · GoPro 11+1PSNR: 33.82 -> 35.90Helped
Use REFID instead of E2VID+blurry frame interpolation · HighREV 11+1PSNR: 36.36 -> 37.65Helped
Use REFID instead of Time Lenssharp frame interpolation · HighREV 7 frames skipPSNR: 32.81 -> 38.38Helped
Use REFID instead of EFNetimage deblurring · GoProPSNR: 35.46 -> 35.91Helped
Add multi-scale connections between image and event branches (ablation)REFID · GoPro 11+1PSNR: 33.24 -> 33.61Helped
Add recurrent event modeling (ablation)REFID · GoPro 11+1PSNR: 33.61 -> 35.36Helped
Replace ConvLSTM with the EVR block (ablation)REFID · GoPro 11+1PSNR: 34.39 -> 35.81Helped
Replace ConvGRU with the EVR block (ablation)REFID · GoPro 11+1PSNR: 34.54 -> 35.81Helped
Add bidirectional instead of unidirectional EVR (ablation)REFID · GoPro 11+1PSNR: 35.36 -> 35.81Helped
Add EGACA instead of additive fusion (ablation)REFID · GoPro 11+1PSNR: 35.81 -> 36.12Helped

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