notesum.ai

Published at December 10

Manta: Enhancing Mamba for Few-Shot Action Recognition of Long Sub-Sequence

cs.CV

Released Date: December 10, 2024

Authors: Wenbo Huang¹, Jinghui Zhang¹, Guang Li², Lei Zhang³, Shuoyuan Wang⁴, Fang Dong¹, Jiahui Jin¹, Takahiro Ogawa², Miki Haseyama²

Aff.: ¹Southeast University; ²Hokkaido University; ³Nanjing Normal University; ⁴Southern University of Science and Technology

Arxiv: http://arxiv.org/pdf/2412.07481v1

Refer to caption

IM	OM	$\mathcal{L}_{\text{hc}}$	SSv2		Kinetics
IM	OM	$\mathcal{L}_{\text{hc}}$	1-shot	5-shot	1-shot	5-shot
✗	✗	✗	46.3	64.5	70.9	86.5
✓	✗	✗	55.5	69.3	75.3	88.2
✗	✓	✗	55.3	69.4	75.0	88.0
✗	✗	✓	48.0	64.9	72.1	87.4
✓	✓	✗	63.8	88.0	82.8	94.6
✓	✗	✓	62.3	87.1	82.3	93.8
✗	✓	✓	61.9	86.7	81.9	93.4
✓	✓	✓	64.7	88.7	84.1	96.2