MatteoFasulo commited on
Commit
d8d0a57
·
verified ·
1 Parent(s): a5de583

Update README.md

Browse files
Files changed (1) hide show
  1. README.md +115 -1
README.md CHANGED
@@ -5,9 +5,13 @@ language:
5
  model-index:
6
  - name: TinyMyo
7
  results:
 
 
 
 
8
  - task:
9
  type: gesture-classification
10
- dataset:
11
  type: ninapro_db5
12
  name: Ninapro DB5
13
  metrics:
@@ -15,6 +19,116 @@ model-index:
15
  type: acc@1
16
  value: 0.8941
17
  verified: false
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
18
  ---
19
 
20
  <div align="center">
 
5
  model-index:
6
  - name: TinyMyo
7
  results:
8
+
9
+ # -------------------------
10
+ # Hand Gesture Classification
11
+ # -------------------------
12
  - task:
13
  type: gesture-classification
14
+ dataset:
15
  type: ninapro_db5
16
  name: Ninapro DB5
17
  metrics:
 
19
  type: acc@1
20
  value: 0.8941
21
  verified: false
22
+ - name: f1
23
+ type: f1
24
+ value: 0.7797
25
+ verified: false
26
+ - name: auroc
27
+ type: auroc
28
+ value: 0.9859
29
+ verified: false
30
+
31
+ - task:
32
+ type: gesture-classification
33
+ dataset:
34
+ type: epn612
35
+ name: EPN-612
36
+ metrics:
37
+ - name: acc@1
38
+ type: acc@1
39
+ value: 0.9674
40
+ verified: false
41
+ - name: f1
42
+ type: f1
43
+ value: 0.9674
44
+ verified: false
45
+ - name: auroc
46
+ type: auroc
47
+ value: 0.9970
48
+ verified: false
49
+
50
+ - task:
51
+ type: gesture-classification
52
+ dataset:
53
+ type: uci_emg
54
+ name: UCI-EMG
55
+ metrics:
56
+ - name: acc@1
57
+ type: acc@1
58
+ value: 0.9756
59
+ verified: false
60
+ - name: f1
61
+ type: f1
62
+ value: 0.9755
63
+ verified: false
64
+ - name: auroc
65
+ type: auroc
66
+ value: 0.9993
67
+ verified: false
68
+
69
+ # -------------------------
70
+ # Generic Neuromotor Interface (Meta RL)
71
+ # -------------------------
72
+ - task:
73
+ type: gesture-classification
74
+ dataset:
75
+ type: gni_meta_rl
76
+ name: Generic Neuromotor Interface (Discrete Gesture)
77
+ metrics:
78
+ - name: cler
79
+ type: classification-error-rate
80
+ value: 0.153
81
+ verified: false
82
+
83
+ # -------------------------
84
+ # Hand Kinematic Regression
85
+ # -------------------------
86
+ - task:
87
+ type: kinematic-regression
88
+ dataset:
89
+ type: ninapro_db8
90
+ name: Ninapro DB8
91
+ metrics:
92
+ - name: mae
93
+ type: mean-absolute-error
94
+ value: 8.77
95
+ verified: false
96
+ - name: rmse
97
+ type: root-mean-square-error
98
+ value: 13.35
99
+ verified: false
100
+ - name: r2
101
+ type: r2
102
+ value: 0.62
103
+ verified: false
104
+
105
+ # -------------------------
106
+ # Silent Speech Synthesis
107
+ # -------------------------
108
+ - task:
109
+ type: speech-synthesis
110
+ dataset:
111
+ type: gaddy_silent_speech
112
+ name: Gaddy Silent Speech (MFCC → Audio)
113
+ metrics:
114
+ - name: wer
115
+ type: word-error-rate
116
+ value: 0.3354
117
+ verified: false
118
+
119
+ # -------------------------
120
+ # Silent Speech Recognition
121
+ # -------------------------
122
+ - task:
123
+ type: speech-recognition
124
+ dataset:
125
+ type: gaddy_silent_speech
126
+ name: Gaddy Silent Speech (EMG → Text)
127
+ metrics:
128
+ - name: wer
129
+ type: word-error-rate
130
+ value: 0.3395
131
+ verified: false
132
  ---
133
 
134
  <div align="center">