Video Action Recognition on HMDB51 (avg over all splits)

83.39Top-1 Acc

Our (MViTv2-S based)

Updated 4d ago

Evaluation Results

Method	Links
Our (MViTv2-S based) 2026.01		83.39
Two-Stream I3D [11] 2026.01		80.7
BraVe 2022.11		79.4
XKD 2022.11		75.7
OFF [14] 2026.01		74.2
MViTv2-S finetune (our baseline) [5] 2026.01		73.59
VideoMAE 2022.11		73.3
BraVe 2022.11		70.8
ST-ResNet + IDT [33] 2026.01		70.3
MMV 2022.11		70.1
BraVe 2022.11		69.9
Three-Stream TSN [20] 2026.01		69.4
Two-Stream CNNs [12] 2026.01		69.2
XKD 2022.11		69
Two-Stream TSN [20] 2026.01		68.5
CrissCross 2022.11		67.4
ELO 2022.11		67.4
CM-ACC 2022.11		67.2
STICA 2022.11		67
MViTv1-B finetune (our baseline)[4] 2026.01		66.75
Two-Stream I3D [11] 2026.01		66.4
XKD-MAS 2022.11		65.9
TDD+iDT [31] 2026.01		65.9
XKD-MATS 2022.11		65.7
VATT 2022.11		65.2
LTC+iDT [32] 2026.01		64.8
CrissCross 2022.11		64.7
AVID 2022.11		64.7
XDC 2022.11		63.7
BraVe 2022.11		63.6
CPD 2022.11		63.6
VATT-MA 2022.11		63.1
VideoMAE 2022.11		62.6
GDT 2022.11		62.3
XKD 2022.11		62.2
CMACC 2022.11		61.8
CMAC 2022.11		61.1
MIL-NCE 2022.11		61
AVID 2022.11		60.8
MMV 2022.11		60
Two-Stream CNNs [18] 2026.01		59.4
Swin-S finetune (our baseline)[26] 2026.01		57.47
XKD 2022.11		57.4
CrissCross 2022.11		56.2
XDC 2022.11		56
XKD-MAS 2022.11		55.1
AVSlowFast 2022.11		54.6
VideoMAE 2022.11		54.3
XKD-MATS 2022.11		53.1
XDC 2022.11		52.6
CrissCross 2022.11		50
SeLaVi 2022.11		47.1
COCLR 2022.11		46.1
AVSlowFast 2022.11		44.1
AVID 2022.11		41.4
GDT 2022.11		38.5