Video Frame Interpolation On X4K1000Fps

Metrics

PSNR

SSIM

Results

Performance results of various models on this benchmark

Model Name	PSNR	SSIM	Paper Title	Repository
ABME	30.16	0.8793	Asymmetric Bilateral Motion Estimation for Video Frame Interpolation
DBVI	32.89	0.939	Deep Bayesian Video Frame Interpolation
FeFlow	24.00	0.756	FeatureFlow: Robust Video Interpolation via Structure-to-Texture Generation
UPR-Net large	30.68	0.9086	A Unified Pyramid Recurrent Network for Video Frame Interpolation
DAIN_f	27.52	0.821	Depth-Aware Video Frame Interpolation
VFIMamba	32.15	0.9246	VFIMamba: Video Frame Interpolation with State Space Models
M2M-PWC	30.81	0.912	Many-to-many Splatting for Efficient Video Frame Interpolation
NCM-Base	31.63	0.9185	Neighbor Correspondence Matching for Flow-based Video Frame Synthesis	-
EBME-H*	29.46	0.902	Enhanced Bi-directional Motion Estimation for Video Frame Interpolation
HiFI	32.92	0.931	High-Resolution Frame Interpolation with Patch-based Cascaded Diffusion	-
EMA-VFI	31.46	-	Extracting Motion and Appearance via Inter-Frame Attention for Efficient Video Frame Interpolation
AdaCoF	23.90	0.727	AdaCoF: Adaptive Collaboration of Flows for Video Frame Interpolation
FeFlow_f	25.16	0.783	FeatureFlow: Robust Video Interpolation via Structure-to-Texture Generation
XVFI-Net (S_{tst}=3)	28.86	0.858	XVFI: eXtreme Video Frame Interpolation
AdaCoF_f	25.81	0.772	AdaCoF: Adaptive Collaboration of Flows for Video Frame Interpolation
BiFormer	31.32	0.9212	BiFormer: Learning Bilateral Motion Estimation via Bilateral Transformer for 4K Video Frame Interpolation
fLDR-Net	30.45	-	Efficient Feature Extraction for High-resolution Video Frame Interpolation
XVFI-Net (S_{tst}=5)	30.12	0.870	XVFI: eXtreme Video Frame Interpolation
ECMNet	30.51	0.8719	Enhanced Correlation Matching based Video Frame Interpolation	-
DAIN	26.78	0.807	Depth-Aware Video Frame Interpolation

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