Table 4 Comparison results from different viewpoints under three walking conditions.
From: A gait recognition architecture for early screening in the assessment of Parkinson’s patients
Model | CASIA-B(NM) | ||||||||
|---|---|---|---|---|---|---|---|---|---|
\(00^{\circ }\) | \(36^{\circ }\) | \(72^{\circ }\) | \(90^{\circ }\) | \(126^{\circ }\) | \(144^{\circ }\) | \(160^{\circ }\) | \(180^{\circ }\) | Avg | |
GaitSet(2018) | 85.00 | 92.70 | 93.60 | 91.50 | 92.10 | 87.80 | 89.60 | 81.80 | 89.20 |
GaitPart(2020) | 87.20 | 94.20 | 93.80 | 95.20 | 90.80 | 92.00 | 94.40 | 84.80 | 91.50 |
GaitGraph(2022) | 86.20 | 94.90 | 96.00 | 95.50 | 93.60 | 91.60 | 93.40 | 86.80 | 92.20 |
GaitBase(2023) | 86.80 | 96.20 | 97.10 | 96.70 | 92.20 | 89.80 | 94.80 | 86.20 | 92.40 |
GaitGL(2024) | 96.00 | 98.10 | 98.20 | 95.40 | 97.00 | 98.70 | 98.60 | 94.00 | 97.00 |
AttenGait(2024) | 98.20 | 98.40 | 98.10 | 98.90 | 99.10 | 99.30 | 99.30 | 98.40 | 98.70 |
GRE-MFF-GaitBase | 98.10 | 98.80 | 98.70 | 98.60 | 99.40 | 98.60 | 98.50 | 98.60 | 98.70 |
CASIA-B(BG) | |||||||||
|---|---|---|---|---|---|---|---|---|---|
\(00^{\circ }\) | \(36^{\circ }\) | \(72^{\circ }\) | \(90^{\circ }\) | \(126^{\circ }\) | \(144^{\circ }\) | \(160^{\circ }\) | \(180^{\circ }\) | Avg | |
GaitSet(2018) | 82.00 | 89.70 | 90.60 | 84.90 | 81.10 | 83.80 | 89.60 | 78.80 | 87.00 |
GaitPart(2020) | 81.20 | 89.20 | 91.80 | 90.20 | 84.80 | 87.60 | 92.40 | 78.90 | 87.00 |
GaitGraph(2022) | 84.20 | 87.90 | 90.20 | 93.60 | 85.90 | 88.50 | 92.40 | 80.70 | 87.90 |
GaitBase(2023) | 86.80 | 89.20 | 91.70 | 95.70 | 89.20 | 91.80 | 94.80 | 77.20 | 89.50 |
GaitGL(2024) | 92.50 | 96.60 | 93.50 | 89.30 | 92.20 | 96.50 | 96.80 | 91.50 | 93.60 |
AttenGait(2024) | 96.70 | 97.90 | 98.30 | 95.20 | 97.20 | 98.70 | 98.60 | 97.20 | 97.40 |
GRE-MFF-GaitBase | 97.70 | 98.40 | 97.50 | 97.60 | 98.40 | 96.40 | 98.50 | 95.10 | 97.50 |
CASIA-B(CL) | |||||||||
|---|---|---|---|---|---|---|---|---|---|
\(00^{\circ }\) | \(36^{\circ }\) | \(72^{\circ }\) | \(90^{\circ }\) | \(126^{\circ }\) | \(144^{\circ }\) | \(160^{\circ }\) | \(180^{\circ }\) | Avg | |
GaitSet(2018) | 53.60 | 60.70 | 64.20 | 69.10 | 68.80 | 69.80 | 71.60 | 56.60 | 64.30 |
GaitPart(2020) | 57.80 | 64.20 | 69.40 | 72.20 | 70.40 | 68.20 | 73.40 | 57.50 | 66.60 |
GaitGraph(2022) | 62.20 | 69.90 | 70.20 | 74.60 | 74.90 | 64.50 | 72.20 | 60.70 | 68.70 |
GaitBase(2023) | 64.80 | 66.20 | 73.30 | 75.70 | 77.20 | 72.80 | 73.80 | 60.20 | 70.50 |
GaitGL(2024) | 76.60 | 90.00 | 87.10 | 84.50 | 78.00 | 84.10 | 84.40 | 69.40 | 81.70 |
AttenGait(2024) | 91.00 | 92.30 | 89.90 | 88.40 | 89.20 | 88.80 | 86.40 | 86.00 | 89.00 |
GRE-MFF-GaitBase | 90.70 | 93.80 | 89.50 | 90.60 | 88.00 | 89.40 | 88.50 | 82.60 | 89.20 |
