Video Frame Interpolation on X4K1000FPS

Metric: SSIM (higher is better)

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#	Model↕	SSIM▼	Extra Data	Paper	Date↕	Code
1	DBVI	0.939	No	-	-	Code
2	HiFI	0.931	No	High-Resolution Frame Interpolation with Patch-b...	2024-10-15	-
3	VFIMamba	0.9246	No	VFIMamba: Video Frame Interpolation with State S...	2024-07-02	Code
4	BiFormer	0.9212	No	BiFormer: Learning Bilateral Motion Estimation v...	2023-04-05	Code
5	NCM-Base	0.9185	No	Neighbor Correspondence Matching for Flow-based ...	2022-07-14	-
6	M2M-PWC	0.912	No	Many-to-many Splatting for Efficient Video Frame...	2022-04-07	Code
7	UPR-Net large	0.9086	No	A Unified Pyramid Recurrent Network for Video Fr...	2022-11-07	Code
8	EBME-H*	0.902	No	Enhanced Bi-directional Motion Estimation for Vi...	2022-06-17	Code
9	ABME	0.8793	No	Asymmetric Bilateral Motion Estimation for Video...	2021-08-15	Code
10	ECMNet	0.8719	No	Enhanced Correlation Matching based Video Frame ...	2021-11-17	-
11	XVFI-Net (S_{tst}=5)	0.87	No	XVFI: eXtreme Video Frame Interpolation	2021-03-30	Code
12	XVFI-Net (S_{tst}=3)	0.858	No	XVFI: eXtreme Video Frame Interpolation	2021-03-30	Code
13	DAIN_f	0.821	No	Depth-Aware Video Frame Interpolation	2019-04-01	Code
14	DAIN	0.807	No	Depth-Aware Video Frame Interpolation	2019-04-01	Code
15	FeFlow_f	0.783	No	-	-	Code
16	AdaCoF_f	0.772	No	AdaCoF: Adaptive Collaboration of Flows for Vide...	2019-07-24	Code
17	FeFlow	0.756	No	-	-	Code
18	AdaCoF	0.727	No	AdaCoF: Adaptive Collaboration of Flows for Vide...	2019-07-24	Code

#1DBVI
0.939
SSIM
No paperCode
#2HiFISOTA
0.931
SSIM· 2024-10-15
High-Resolution Frame Interpolation with Patch-based Cascaded Diffusion
#3VFIMambaSOTA
0.9246
SSIM· 2024-07-02
VFIMamba: Video Frame Interpolation with State Space Models Code
#4BiFormerSOTA
0.9212
SSIM· 2023-04-05
BiFormer: Learning Bilateral Motion Estimation via Bilateral Transformer for 4K Video Frame Interpolation Code
#5NCM-BaseSOTA
0.9185
SSIM· 2022-07-14
Neighbor Correspondence Matching for Flow-based Video Frame Synthesis
#6M2M-PWCSOTA
0.912
SSIM· 2022-04-07
Many-to-many Splatting for Efficient Video Frame Interpolation Code
#7UPR-Net large
0.9086
SSIM· 2022-11-07
A Unified Pyramid Recurrent Network for Video Frame Interpolation Code
#8EBME-H*
0.902
SSIM· 2022-06-17
Enhanced Bi-directional Motion Estimation for Video Frame Interpolation Code
#9ABMESOTA
0.8793
SSIM· 2021-08-15
Asymmetric Bilateral Motion Estimation for Video Frame Interpolation Code
#10ECMNet
0.8719
SSIM· 2021-11-17
Enhanced Correlation Matching based Video Frame Interpolation
#11XVFI-Net (S_{tst}=5)SOTA
0.87
SSIM· 2021-03-30
XVFI: eXtreme Video Frame Interpolation Code
#12XVFI-Net (S_{tst}=3)
0.858
SSIM· 2021-03-30
XVFI: eXtreme Video Frame Interpolation Code
#13DAIN_fSOTA
0.821
SSIM· 2019-04-01
Depth-Aware Video Frame Interpolation Code
#14DAIN
0.807
SSIM· 2019-04-01
Depth-Aware Video Frame Interpolation Code
#15FeFlow_f
0.783
SSIM
No paperCode
#16AdaCoF_f
0.772
SSIM· 2019-07-24
AdaCoF: Adaptive Collaboration of Flows for Video Frame Interpolation Code
#17FeFlow
0.756
SSIM
No paperCode
#18AdaCoF
0.727
SSIM· 2019-07-24
AdaCoF: Adaptive Collaboration of Flows for Video Frame Interpolation Code