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Philips Healthcare dynamic time warping (dtw)
The reconstruction performance using different models.
Dynamic Time Warping (Dtw), supplied by Philips Healthcare, used in various techniques. Bioz Stars score: 90/100, based on 1 PubMed citations. ZERO BIAS - scores, article reviews, protocol conditions and more
https://www.bioz.com/result/dynamic time warping (dtw)/product/Philips Healthcare
Average 90 stars, based on 1 article reviews
dynamic time warping (dtw) - by Bioz Stars, 2026-04
90/100 stars

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1) Product Images from "U-shaped convolutional transformer GAN with multi-resolution consistency loss for restoring brain functional time-series and dementia diagnosis"

Article Title: U-shaped convolutional transformer GAN with multi-resolution consistency loss for restoring brain functional time-series and dementia diagnosis

Journal: Frontiers in Computational Neuroscience

doi: 10.3389/fncom.2024.1387004

The reconstruction performance using different models.
Figure Legend Snippet: The reconstruction performance using different models.

Techniques Used:

The reconstruction performance using different models for different noise levels.
Figure Legend Snippet: The reconstruction performance using different models for different noise levels.

Techniques Used:

Influence of different model's module on the reconstruction performance.
Figure Legend Snippet: Influence of different model's module on the reconstruction performance.

Techniques Used:



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The reconstruction performance using different models.

Journal: Frontiers in Computational Neuroscience

Article Title: U-shaped convolutional transformer GAN with multi-resolution consistency loss for restoring brain functional time-series and dementia diagnosis

doi: 10.3389/fncom.2024.1387004

Figure Lengend Snippet: The reconstruction performance using different models.

Article Snippet: Measuring the similarity between generated and empirical time-series data is a crucial step in evaluating the performance of the proposed model. Three metrics can be used for this purpose, including mean absolute error (MAE), root mean square error (RMSE), coefficient of determination of the prediction (R2) (Ma et al., ), and dynamic time warping (DTW) (Philips et al., ).

Techniques:

The reconstruction performance using different models for different noise levels.

Journal: Frontiers in Computational Neuroscience

Article Title: U-shaped convolutional transformer GAN with multi-resolution consistency loss for restoring brain functional time-series and dementia diagnosis

doi: 10.3389/fncom.2024.1387004

Figure Lengend Snippet: The reconstruction performance using different models for different noise levels.

Article Snippet: Measuring the similarity between generated and empirical time-series data is a crucial step in evaluating the performance of the proposed model. Three metrics can be used for this purpose, including mean absolute error (MAE), root mean square error (RMSE), coefficient of determination of the prediction (R2) (Ma et al., ), and dynamic time warping (DTW) (Philips et al., ).

Techniques:

Influence of different model's module on the reconstruction performance.

Journal: Frontiers in Computational Neuroscience

Article Title: U-shaped convolutional transformer GAN with multi-resolution consistency loss for restoring brain functional time-series and dementia diagnosis

doi: 10.3389/fncom.2024.1387004

Figure Lengend Snippet: Influence of different model's module on the reconstruction performance.

Article Snippet: Measuring the similarity between generated and empirical time-series data is a crucial step in evaluating the performance of the proposed model. Three metrics can be used for this purpose, including mean absolute error (MAE), root mean square error (RMSE), coefficient of determination of the prediction (R2) (Ma et al., ), and dynamic time warping (DTW) (Philips et al., ).

Techniques: