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SOTA Hand Gesture Recognition benchmarks and papers with code | Wizwand
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Hand Gesture Recognition
Benchmarks
Dataset Name
SOTA Method
Dataset Name
SOTA Method
Metric
Trend
Results
Last Updated
SHREC 14 Gestures 17
DSTSA-GCN
Accuracy
97.74
42
4mo ago
NVGesture
DTN (CAPF)
Accuracy
91.7
31
2mo ago
SHREC 28 Gestures '17
Two-stream NN
Accuracy
94.05
26
4mo ago
SHREC 2017 (val)
Zhao et al.
Average Accuracy
96.72
23
1mo ago
EgoGesture (test)
TSM+W3
Accuracy
94.3
21
4mo ago
DHG 28 gestures
DSTA-Net
Accuracy
90.9
18
4mo ago
DHG 14 gestures
DSTA-Net
Accuracy
93.8
18
4mo ago
Cambridge Hand Gesture (test)
2 CNN + LSTM
Model Params
1,002
17
4mo ago
Jester 1 (test)
DRX3D
Top-1 Accuracy
96.6
17
4mo ago
NVGesture 2016 (test)
MTUT
Accuracy
84.85
17
4mo ago
DHG1428 (val)
Tripathi et al.
Accuracy (14G)
98.1
13
4mo ago
Jester (test)
Deformable ResNeXt101
Top-1 Acc
96.6
13
2mo ago
DHG-14 (Both)
3D Skeleton CNN+LSTM
Average Recognition Rate
85.61
12
4mo ago
DHG-14 (Coarse)
SL-fusion-Maximum
Average Recognition Rate
90.94
12
4mo ago
DHG-14 Fine
3D Skeleton CNN+LSTM
Average Recognition Rate
78
12
4mo ago
DVS128 10-class (test)
PLEIADES
Accuracy
100
11
4mo ago
FPHA 1:1 evaluation protocol (val)
Sabater et al.
Accuracy
95.93
10
4mo ago
FPHA (val)
Sabater et al.
Accuracy
95.93
10
4mo ago
VIVA hand gesture dataset (8-fold cross-subject)
MTUT
Accuracy
81.33
10
4mo ago
OpenWatch Clip-Level, k=3 (test)
Mix-Token
F1 Score
90.3
8
2mo ago
OpenWatch Window-Level (test)
Mix-Token
F1 Score
76.8
8
2mo ago
Senz3D 30% (test)
GestureGAN
Accuracy
99.747
6
4mo ago
NTU Hand Digit (test)
GestureGAN
Accuracy
96.667
6
4mo ago
VIVA
MTUT^F
Accuracy
86.08
6
4mo ago
Home-scenario (test)
MiMo-VL-Miloco-7B
F1 Score (OK)
86.3
4
4mo ago
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