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README.md
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model-index:
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- name: TinyMyo
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results:
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- task:
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type: gesture-classification
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dataset:
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type: ninapro_db5
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name: Ninapro DB5
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metrics:
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type: acc@1
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value: 0.8941
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verified: false
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---
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<div align="center">
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model-index:
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- name: TinyMyo
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results:
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+
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# -------------------------
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# Hand Gesture Classification
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# -------------------------
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- task:
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type: gesture-classification
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dataset:
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type: ninapro_db5
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name: Ninapro DB5
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metrics:
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type: acc@1
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value: 0.8941
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verified: false
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- name: f1
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type: f1
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value: 0.7797
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verified: false
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- name: auroc
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type: auroc
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value: 0.9859
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verified: false
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- task:
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type: gesture-classification
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dataset:
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type: epn612
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name: EPN-612
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metrics:
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- name: acc@1
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type: acc@1
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value: 0.9674
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verified: false
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- name: f1
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type: f1
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value: 0.9674
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verified: false
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- name: auroc
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type: auroc
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value: 0.9970
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verified: false
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- task:
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type: gesture-classification
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dataset:
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type: uci_emg
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name: UCI-EMG
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metrics:
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- name: acc@1
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type: acc@1
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value: 0.9756
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verified: false
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- name: f1
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type: f1
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value: 0.9755
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verified: false
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- name: auroc
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type: auroc
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value: 0.9993
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verified: false
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# -------------------------
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# Generic Neuromotor Interface (Meta RL)
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# -------------------------
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- task:
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type: gesture-classification
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dataset:
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type: gni_meta_rl
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name: Generic Neuromotor Interface (Discrete Gesture)
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metrics:
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- name: cler
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type: classification-error-rate
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value: 0.153
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verified: false
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# -------------------------
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# Hand Kinematic Regression
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# -------------------------
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- task:
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type: kinematic-regression
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dataset:
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type: ninapro_db8
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name: Ninapro DB8
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metrics:
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- name: mae
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type: mean-absolute-error
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value: 8.77
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verified: false
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- name: rmse
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type: root-mean-square-error
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value: 13.35
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verified: false
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- name: r2
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type: r2
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value: 0.62
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verified: false
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# -------------------------
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# Silent Speech Synthesis
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# -------------------------
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- task:
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type: speech-synthesis
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dataset:
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type: gaddy_silent_speech
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name: Gaddy Silent Speech (MFCC → Audio)
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metrics:
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- name: wer
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type: word-error-rate
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value: 0.3354
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verified: false
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# -------------------------
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# Silent Speech Recognition
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# -------------------------
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- task:
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type: speech-recognition
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dataset:
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type: gaddy_silent_speech
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name: Gaddy Silent Speech (EMG → Text)
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metrics:
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- name: wer
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type: word-error-rate
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value: 0.3395
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verified: false
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---
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<div align="center">
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