Video on UCF101

Metric: SSIM (higher is better)

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#	Model↕	SSIM▼	Extra Data	Paper	Date↕	Code
1	MA-CSPA	0.979	No	Exploring Motion Ambiguity and Alignment for Hig...	2022-03-19	-
2	CURE	0.9705	No	Learning Cross-Video Neural Representations for ...	2022-02-28	Code
3	VFIMamba	0.9702	No	VFIMamba: Video Frame Interpolation with State S...	2024-07-02	Code
4	EMA-VFI	0.9701	No	Extracting Motion and Appearance via Inter-Frame...	2023-03-01	Code
5	UPR-Net LARGE	0.97	No	A Unified Pyramid Recurrent Network for Video Fr...	2022-11-07	Code
6	DQBC	0.97	No	Video Frame Interpolation with Densely Queried B...	2023-04-26	Code
7	EBME-H*	0.97	No	Enhanced Bi-directional Motion Estimation for Vi...	2022-06-17	Code
8	M2M-PWC	0.97	No	Many-to-many Splatting for Efficient Video Frame...	2022-04-07	Code
9	IFRNet	0.9698	No	IFRNet: Intermediate Feature Refine Network for ...	2022-05-29	Code
10	ABME	0.9698	No	Asymmetric Bilateral Motion Estimation for Video...	2021-08-15	Code
11	NCM-Base	0.9695	No	Neighbor Correspondence Matching for Flow-based ...	2022-07-14	-
12	BMBC	0.9689	No	BMBC:Bilateral Motion Estimation with Bilateral ...	2020-07-17	Code
13	DAIN	0.9683	No	Depth-Aware Video Frame Interpolation	2019-04-01	Code
14	SoftSplat	0.952	No	Softmax Splatting for Video Frame Interpolation	2020-03-11	Code
15	FILM	0.952	No	FILM: Frame Interpolation for Large Motion	2022-02-10	Code
16	RRIN	0.9496	No	-	-	Code

#1MA-CSPASOTA
0.979
SSIM· 2022-03-19
Exploring Motion Ambiguity and Alignment for High-Quality Video Frame Interpolation
#2CURESOTA
0.9705
SSIM· 2022-02-28
Learning Cross-Video Neural Representations for High-Quality Frame Interpolation Code
#3VFIMamba
0.9702
SSIM· 2024-07-02
VFIMamba: Video Frame Interpolation with State Space Models Code
#4EMA-VFI
0.9701
SSIM· 2023-03-01
Extracting Motion and Appearance via Inter-Frame Attention for Efficient Video Frame Interpolation Code
#5UPR-Net LARGE
0.97
SSIM· 2022-11-07
A Unified Pyramid Recurrent Network for Video Frame Interpolation Code
#6DQBC
0.97
SSIM· 2023-04-26
Video Frame Interpolation with Densely Queried Bilateral Correlation Code
#7EBME-H*
0.97
SSIM· 2022-06-17
Enhanced Bi-directional Motion Estimation for Video Frame Interpolation Code
#8M2M-PWC
0.97
SSIM· 2022-04-07
Many-to-many Splatting for Efficient Video Frame Interpolation Code
#9IFRNet
0.9698
SSIM· 2022-05-29
IFRNet: Intermediate Feature Refine Network for Efficient Frame Interpolation Code
#10ABMESOTA
0.9698
SSIM· 2021-08-15
Asymmetric Bilateral Motion Estimation for Video Frame Interpolation Code
#11NCM-Base
0.9695
SSIM· 2022-07-14
Neighbor Correspondence Matching for Flow-based Video Frame Synthesis
#12BMBCSOTA
0.9689
SSIM· 2020-07-17
BMBC:Bilateral Motion Estimation with Bilateral Cost Volume for Video Interpolation Code
#13DAINSOTA
0.9683
SSIM· 2019-04-01
Depth-Aware Video Frame Interpolation Code
#14SoftSplat
0.952
SSIM· 2020-03-11
Softmax Splatting for Video Frame Interpolation Code
#15FILM
0.952
SSIM· 2022-02-10
FILM: Frame Interpolation for Large Motion Code
#16RRIN
0.9496
SSIM
No paperCode