Video on Kinetics-400

Metric: Parameters (M) (higher is better)

LeaderboardDataset

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#	Model↕	Parameters (M)▼	Extra Data	Paper	Date↕	Code
1	TubeViT-H (ImageNet-1k)	632	No	Rethinking Video ViTs: Sparse Video Tubes for Jo...	2022-12-06	Code
2	UniFormerV2-L (ViT-L, 336)	354	Yes	-	-	Code
3	TubeVit-L (ImageNet-1k)	307	No	Rethinking Video ViTs: Sparse Video Tubes for Jo...	2022-12-06	Code
4	Unmasked Teacher (ViT-L)	304	No	Unmasked Teacher: Towards Training-Efficient Vid...	2023-03-28	Code
5	TimeSformer-L	121.4	No	Is Space-Time Attention All You Need for Video U...	2021-02-09	Code
6	FluxViT-B	97	Yes	Make Your Training Flexible: Towards Deployment-...	2025-03-18	Code
7	AMD(ViT-B/16)	87	No	Asymmetric Masked Distillation for Pre-Training ...	2023-11-06	-
8	TubeVit-B (ImageNet-1k)	86	No	Rethinking Video ViTs: Sparse Video Tubes for Jo...	2022-12-06	Code
9	SlowFast-8×8-R50	66.25	No	Continual 3D Convolutional Neural Networks for R...	2021-05-31	Code
10	SlowFast-4×16-R50	34.48	No	Continual 3D Convolutional Neural Networks for R...	2021-05-31	Code
11	Co Slow_64	32.45	No	Continual 3D Convolutional Neural Networks for R...	2021-05-31	Code
12	Slow-8x8-R50	32.45	No	Continual 3D Convolutional Neural Networks for R...	2021-05-31	Code
13	Co Slow_8	32.45	No	Continual 3D Convolutional Neural Networks for R...	2021-05-31	Code
14	R(2+1)D-18_16	31.51	No	Continual 3D Convolutional Neural Networks for R...	2021-05-31	Code
15	R(2+1)D-18_8	31.51	No	Continual 3D Convolutional Neural Networks for R...	2021-05-31	Code
16	I3D-R50	28.04	No	Continual 3D Convolutional Neural Networks for R...	2021-05-31	Code
17	Co I3D_8	28.04	No	Continual 3D Convolutional Neural Networks for R...	2021-05-31	Code
18	Co I3D_64	28.04	No	Continual 3D Convolutional Neural Networks for R...	2021-05-31	Code
19	FluxViT-S	24	Yes	Make Your Training Flexible: Towards Deployment-...	2025-03-18	Code
20	AMD(ViT-S/16)	22	No	Asymmetric Masked Distillation for Pre-Training ...	2023-11-06	-
21	RCU_8	12.8	No	Continual 3D Convolutional Neural Networks for R...	2021-05-31	Code
22	Co X3D-L_64	6.15	No	Continual 3D Convolutional Neural Networks for R...	2021-05-31	Code
23	X3D-L	6.15	No	Continual 3D Convolutional Neural Networks for R...	2021-05-31	Code
24	Co X3D-L_16	6.15	No	Continual 3D Convolutional Neural Networks for R...	2021-05-31	Code
25	Co X3D-M_64	3.79	No	Continual 3D Convolutional Neural Networks for R...	2021-05-31	Code
26	Co X3D-S_64	3.79	No	Continual 3D Convolutional Neural Networks for R...	2021-05-31	Code
27	X3D-M	3.79	No	Continual 3D Convolutional Neural Networks for R...	2021-05-31	Code
28	X3D-S	3.79	No	Continual 3D Convolutional Neural Networks for R...	2021-05-31	Code
29	Co X3D-M_16	3.79	No	Continual 3D Convolutional Neural Networks for R...	2021-05-31	Code
30	Co X3D-S_13	3.79	No	Continual 3D Convolutional Neural Networks for R...	2021-05-31	Code
31	X3D-XS	3.79	No	Continual 3D Convolutional Neural Networks for R...	2021-05-31	Code

#1TubeViT-H (ImageNet-1k)SOTA
632
Parameters (M)· 2022-12-06
Rethinking Video ViTs: Sparse Video Tubes for Joint Image and Video Learning Code
#2UniFormerV2-L (ViT-L, 336)
354
Parameters (M)· Extra Data
No paperCode
#3TubeVit-L (ImageNet-1k)
307
Parameters (M)· 2022-12-06
Rethinking Video ViTs: Sparse Video Tubes for Joint Image and Video Learning Code
#4Unmasked Teacher (ViT-L)
304
Parameters (M)· 2023-03-28
Unmasked Teacher: Towards Training-Efficient Video Foundation Models Code
#5TimeSformer-LSOTA
121.4
Parameters (M)· 2021-02-09
Is Space-Time Attention All You Need for Video Understanding?Code
#6FluxViT-B
97
Parameters (M)· Extra Data· 2025-03-18
Make Your Training Flexible: Towards Deployment-Efficient Video Models Code
#7AMD(ViT-B/16)
87
Parameters (M)· 2023-11-06
Asymmetric Masked Distillation for Pre-Training Small Foundation Models
#8TubeVit-B (ImageNet-1k)
86
Parameters (M)· 2022-12-06
Rethinking Video ViTs: Sparse Video Tubes for Joint Image and Video Learning Code
#9SlowFast-8×8-R50
66.25
Parameters (M)· 2021-05-31
Continual 3D Convolutional Neural Networks for Real-time Processing of Videos Code
#10SlowFast-4×16-R50
34.48
Parameters (M)· 2021-05-31
Continual 3D Convolutional Neural Networks for Real-time Processing of Videos Code
#11Co Slow_64
32.45
Parameters (M)· 2021-05-31
Continual 3D Convolutional Neural Networks for Real-time Processing of Videos Code
#12Slow-8x8-R50
32.45
Parameters (M)· 2021-05-31
Continual 3D Convolutional Neural Networks for Real-time Processing of Videos Code
#13Co Slow_8
32.45
Parameters (M)· 2021-05-31
Continual 3D Convolutional Neural Networks for Real-time Processing of Videos Code
#14R(2+1)D-18_16
31.51
Parameters (M)· 2021-05-31
Continual 3D Convolutional Neural Networks for Real-time Processing of Videos Code
#15R(2+1)D-18_8
31.51
Parameters (M)· 2021-05-31
Continual 3D Convolutional Neural Networks for Real-time Processing of Videos Code
#16I3D-R50
28.04
Parameters (M)· 2021-05-31
Continual 3D Convolutional Neural Networks for Real-time Processing of Videos Code
#17Co I3D_8
28.04
Parameters (M)· 2021-05-31
Continual 3D Convolutional Neural Networks for Real-time Processing of Videos Code
#18Co I3D_64
28.04
Parameters (M)· 2021-05-31
Continual 3D Convolutional Neural Networks for Real-time Processing of Videos Code
#19FluxViT-S
24
Parameters (M)· Extra Data· 2025-03-18
Make Your Training Flexible: Towards Deployment-Efficient Video Models Code
#20AMD(ViT-S/16)
22
Parameters (M)· 2023-11-06
Asymmetric Masked Distillation for Pre-Training Small Foundation Models
#21RCU_8
12.8
Parameters (M)· 2021-05-31
Continual 3D Convolutional Neural Networks for Real-time Processing of Videos Code
#22Co X3D-L_64
6.15
Parameters (M)· 2021-05-31
Continual 3D Convolutional Neural Networks for Real-time Processing of Videos Code
#23X3D-L
6.15
Parameters (M)· 2021-05-31
Continual 3D Convolutional Neural Networks for Real-time Processing of Videos Code
#24Co X3D-L_16
6.15
Parameters (M)· 2021-05-31
Continual 3D Convolutional Neural Networks for Real-time Processing of Videos Code
#25Co X3D-M_64
3.79
Parameters (M)· 2021-05-31
Continual 3D Convolutional Neural Networks for Real-time Processing of Videos Code
#26Co X3D-S_64
3.79
Parameters (M)· 2021-05-31
Continual 3D Convolutional Neural Networks for Real-time Processing of Videos Code
#27X3D-M
3.79
Parameters (M)· 2021-05-31
Continual 3D Convolutional Neural Networks for Real-time Processing of Videos Code
#28X3D-S
3.79
Parameters (M)· 2021-05-31
Continual 3D Convolutional Neural Networks for Real-time Processing of Videos Code
#29Co X3D-M_16
3.79
Parameters (M)· 2021-05-31
Continual 3D Convolutional Neural Networks for Real-time Processing of Videos Code
#30Co X3D-S_13
3.79
Parameters (M)· 2021-05-31
Continual 3D Convolutional Neural Networks for Real-time Processing of Videos Code
#31X3D-XS
3.79
Parameters (M)· 2021-05-31
Continual 3D Convolutional Neural Networks for Real-time Processing of Videos Code