Literature comparison. by Saravanan Manoharan (21273304)

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Validation of punch with timestamp: (a) Jab (b) Hook (c) Uppercut. by Saravanan Manoharan (21273304)

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Flow chart of proposed system. by Saravanan Manoharan (21273304)

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IMU raw data: (a) 3-DoF accelerometer data (b) 3-DoF gyroscope data. by Saravanan Manoharan (21273304)

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Model testing results across different boxers with 15% of training dataset. by Saravanan Manoharan (21273304)

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Expert annotation of uncertain instances to refine model training. by Saravanan Manoharan (21273304)

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Literature review. by Saravanan Manoharan (21273304)

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IMU data and video synchronization. by Saravanan Manoharan (21273304)

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Punch types and its kinematics: (a) No punch (b) Long-range rear jab to head (c) Mid-range rear hook to head (d) Mid-range rear uppercut to head. by Saravanan Manoharan (21273304)

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Combined Confusion matrix: (a) Rear hand punch recognition (b) Lead hand punch recognition. by Saravanan Manoharan (21273304)

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Confusion matrix-punch classification. by Saravanan Manoharan (21273304)

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Combined Confusion matrix: (a) Rear hand punch classification (b) Lead hand punch classification. by Saravanan Manoharan (21273304)

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Accuracy metrics with different percentage of the training dataset. by Saravanan Manoharan (21273304)

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Metabolome data of the discovery cohort. by Feng Gao (3548)

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The orthogonal projection to latent structure discriminant analysis (OPLS-DA) analysis of the three groups (OC vs HC, OC vs RC and RC vs HC) of the discovery cohort. by Feng Gao (3548)

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S9 Data - Alterations in the serum metabolome in patients with the COVID-19 Omicron variant and in recovered cases by Feng Gao (3548)

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S3 Data - Alterations in the serum metabolome in patients with the COVID-19 Omicron variant and in recovered cases by Feng Gao (3548)

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Clinical characteristics of COVID-19 cases and healthy controls in the discovery cohort. by Feng Gao (3548)

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S7 Data - Alterations in the serum metabolome in patients with the COVID-19 Omicron variant and in recovered cases by Feng Gao (3548)

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S2 Data - Alterations in the serum metabolome in patients with the COVID-19 Omicron variant and in recovered cases by Feng Gao (3548)

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