2022 IEEE International Conference on Image Processing (ICIP) 2022
DOI: 10.1109/icip46576.2022.9897409
|View full text |Cite
|
Sign up to set email alerts
|

GAITTAKE: Gait Recognition by Temporal Attention and Keypoint-Guided Embedding

Abstract: Gait recognition, which refers to the recognition or identification of a person based on their body shape and walking styles, derived from video data captured from a distance, is widely used in crime prevention, forensic identification, and social security. However, to the best of our knowledge, most of the existing methods use appearance, posture and temporal feautures without considering a learned temporal attention mechanism for global and local information fusion. In this paper, we propose a novel gait rec… Show more

Help me understand this report

Search citation statements

Order By: Relevance

Paper Sections

Select...
2
1
1

Citation Types

0
4
0

Year Published

2022
2022
2024
2024

Publication Types

Select...
4
2

Relationship

0
6

Authors

Journals

citations
Cited by 14 publications
(4 citation statements)
references
References 19 publications
0
4
0
Order By: Relevance
“…Probe Angle NM #5-6 0°90°180°G aitSet [24] 90.8% 91.7% 85.8% 3DLocal [79] 96.0% 94.2% 95.2% CSTL [74] 97.8% 95.2% 96.7% GLFE+GLConv [10] 96.0% 95.4% 94.0% GaitGraph [64] 85.3% 86.5% 81.9% GaitSet [23] 91.1% 94.5% 88.0% STC-Att [67] 97.0% 97.3% 96.0% GaitTAKE [27] 96.7% 96.3% 96.4% LagrangeGait [62] 95.2% 94.6% 91.5% RCC-PFL [75] 87.4% 82.6% 80.3% Siamese (ours) 95% 100% 98.90%…”
Section: Table 2 a Comparison Between Related Work Results On Casia-b...mentioning
confidence: 99%
See 2 more Smart Citations
“…Probe Angle NM #5-6 0°90°180°G aitSet [24] 90.8% 91.7% 85.8% 3DLocal [79] 96.0% 94.2% 95.2% CSTL [74] 97.8% 95.2% 96.7% GLFE+GLConv [10] 96.0% 95.4% 94.0% GaitGraph [64] 85.3% 86.5% 81.9% GaitSet [23] 91.1% 94.5% 88.0% STC-Att [67] 97.0% 97.3% 96.0% GaitTAKE [27] 96.7% 96.3% 96.4% LagrangeGait [62] 95.2% 94.6% 91.5% RCC-PFL [75] 87.4% 82.6% 80.3% Siamese (ours) 95% 100% 98.90%…”
Section: Table 2 a Comparison Between Related Work Results On Casia-b...mentioning
confidence: 99%
“…Hung-Min et al [27], Liao et al [48], Tianrui et al [62], Shopon et al [40] and Muhammad et al [36]:…”
Section: Related Work a Human Gait Recognitionmentioning
confidence: 99%
See 1 more Smart Citation
“…Moreover, this simplified input enables efficient and practical processing. Extensive in-the-lab experiments with shallow models have achieved impressive performance, i.e., 95.9% on CASIA-B dataset (Hsu et al 2022) and 92.1% on OU-MVLP dataset (Dou et al 2023).…”
Section: Introductionmentioning
confidence: 99%