Bootstrapping Semi-supervised Medical Image Segmentation with Anatomical-Aware Contrastive Distillation
Inf Process Med Imaging. 2023 Jun;13939:641-653. doi: 10.1007/978-3-031-34048-2_49. Epub 2023 Jun 8.ABSTRACTContrastive learning has shown great promise over annotation scarcity problems in the context of medical image segmentation. Existing approaches typically assume a balanced class distribution for both labeled and unlabeled medical images. However, medical image data in reality is commonly imbalanced (i.e., multi-class label imbalance), which naturally yields blurry contours and usually incorrectly labels rare objects. Moreover, it remains unclear whether all negative samples are equally negative. In this work, we pre...
Source: Methods of Information in Medicine - July 6, 2023 Category: Information Technology Authors: Chenyu You Weicheng Dai Yifei Min Lawrence Staib James S Duncan Source Type: research
Bootstrapping Semi-supervised Medical Image Segmentation with Anatomical-Aware Contrastive Distillation
Inf Process Med Imaging. 2023 Jun;13939:641-653. doi: 10.1007/978-3-031-34048-2_49. Epub 2023 Jun 8.ABSTRACTContrastive learning has shown great promise over annotation scarcity problems in the context of medical image segmentation. Existing approaches typically assume a balanced class distribution for both labeled and unlabeled medical images. However, medical image data in reality is commonly imbalanced (i.e., multi-class label imbalance), which naturally yields blurry contours and usually incorrectly labels rare objects. Moreover, it remains unclear whether all negative samples are equally negative. In this work, we pre...
Source: Methods of Information in Medicine - July 6, 2023 Category: Information Technology Authors: Chenyu You Weicheng Dai Yifei Min Lawrence Staib James S Duncan Source Type: research
Bootstrapping Semi-supervised Medical Image Segmentation with Anatomical-Aware Contrastive Distillation
Inf Process Med Imaging. 2023 Jun;13939:641-653. doi: 10.1007/978-3-031-34048-2_49. Epub 2023 Jun 8.ABSTRACTContrastive learning has shown great promise over annotation scarcity problems in the context of medical image segmentation. Existing approaches typically assume a balanced class distribution for both labeled and unlabeled medical images. However, medical image data in reality is commonly imbalanced (i.e., multi-class label imbalance), which naturally yields blurry contours and usually incorrectly labels rare objects. Moreover, it remains unclear whether all negative samples are equally negative. In this work, we pre...
Source: Methods of Information in Medicine - July 6, 2023 Category: Information Technology Authors: Chenyu You Weicheng Dai Yifei Min Lawrence Staib James S Duncan Source Type: research
Bootstrapping Semi-supervised Medical Image Segmentation with Anatomical-Aware Contrastive Distillation
Inf Process Med Imaging. 2023 Jun;13939:641-653. doi: 10.1007/978-3-031-34048-2_49. Epub 2023 Jun 8.ABSTRACTContrastive learning has shown great promise over annotation scarcity problems in the context of medical image segmentation. Existing approaches typically assume a balanced class distribution for both labeled and unlabeled medical images. However, medical image data in reality is commonly imbalanced (i.e., multi-class label imbalance), which naturally yields blurry contours and usually incorrectly labels rare objects. Moreover, it remains unclear whether all negative samples are equally negative. In this work, we pre...
Source: Methods of Information in Medicine - July 6, 2023 Category: Information Technology Authors: Chenyu You Weicheng Dai Yifei Min Lawrence Staib James S Duncan Source Type: research
Bootstrapping Semi-supervised Medical Image Segmentation with Anatomical-Aware Contrastive Distillation
Inf Process Med Imaging. 2023 Jun;13939:641-653. doi: 10.1007/978-3-031-34048-2_49. Epub 2023 Jun 8.ABSTRACTContrastive learning has shown great promise over annotation scarcity problems in the context of medical image segmentation. Existing approaches typically assume a balanced class distribution for both labeled and unlabeled medical images. However, medical image data in reality is commonly imbalanced (i.e., multi-class label imbalance), which naturally yields blurry contours and usually incorrectly labels rare objects. Moreover, it remains unclear whether all negative samples are equally negative. In this work, we pre...
Source: Methods of Information in Medicine - July 6, 2023 Category: Information Technology Authors: Chenyu You Weicheng Dai Yifei Min Lawrence Staib James S Duncan Source Type: research
Efficacy of supervised home-based, real time, videoconferencing telerehabilitation in patients with type 2 diabetes: a single-blind randomized controlled trial
CONCLUSIONS: The findings of this study indicate that a 6-week supervised home-based TR exercise program induced significant benefits in patients with T2D, thus enabling telehealth implementation in rehabilitation practice as an alternative approach.CLINICAL REHABILITATION IMPACT: Home-based exercise via the TR platform is a feasible and effective alternative approach that can help patients with T2D eliminate barriers and increase overall rehabilitation utilization.PMID:37350165 | DOI:10.23736/S1973-9087.23.07855-3 (Source: Methods of Information in Medicine)
Source: Methods of Information in Medicine - June 23, 2023 Category: Information Technology Authors: Christina Blioumpa Evmorfia Karanasiou Varsamo Antoniou Ladislav Batalik Konstantinos Kalatzis Leonidas Lanaras Garyfallia Pepera Source Type: research
Efficacy of supervised home-based, real time, videoconferencing telerehabilitation in patients with type 2 diabetes: a single-blind randomized controlled trial
CONCLUSIONS: The findings of this study indicate that a 6-week supervised home-based TR exercise program induced significant benefits in patients with T2D, thus enabling telehealth implementation in rehabilitation practice as an alternative approach.CLINICAL REHABILITATION IMPACT: Home-based exercise via the TR platform is a feasible and effective alternative approach that can help patients with T2D eliminate barriers and increase overall rehabilitation utilization.PMID:37350165 | DOI:10.23736/S1973-9087.23.07855-3 (Source: Methods of Information in Medicine)
Source: Methods of Information in Medicine - June 23, 2023 Category: Information Technology Authors: Christina Blioumpa Evmorfia Karanasiou Varsamo Antoniou Ladislav Batalik Konstantinos Kalatzis Leonidas Lanaras Garyfallia Pepera Source Type: research
Efficacy of supervised home-based, real time, videoconferencing telerehabilitation in patients with type 2 diabetes: a single-blind randomized controlled trial
CONCLUSIONS: The findings of this study indicate that a 6-week supervised home-based TR exercise program induced significant benefits in patients with T2D, thus enabling telehealth implementation in rehabilitation practice as an alternative approach.CLINICAL REHABILITATION IMPACT: Home-based exercise via the TR platform is a feasible and effective alternative approach that can help patients with T2D eliminate barriers and increase overall rehabilitation utilization.PMID:37350165 | DOI:10.23736/S1973-9087.23.07855-3 (Source: Methods of Information in Medicine)
Source: Methods of Information in Medicine - June 23, 2023 Category: Information Technology Authors: Christina Blioumpa Evmorfia Karanasiou Varsamo Antoniou Ladislav Batalik Konstantinos Kalatzis Leonidas Lanaras Garyfallia Pepera Source Type: research
Efficacy of supervised home-based, real time, videoconferencing telerehabilitation in patients with type 2 diabetes: a single-blind randomized controlled trial
CONCLUSIONS: The findings of this study indicate that a 6-week supervised home-based TR exercise program induced significant benefits in patients with T2D, thus enabling telehealth implementation in rehabilitation practice as an alternative approach.CLINICAL REHABILITATION IMPACT: Home-based exercise via the TR platform is a feasible and effective alternative approach that can help patients with T2D eliminate barriers and increase overall rehabilitation utilization.PMID:37350165 | DOI:10.23736/S1973-9087.23.07855-3 (Source: Methods of Information in Medicine)
Source: Methods of Information in Medicine - June 23, 2023 Category: Information Technology Authors: Christina Blioumpa Evmorfia Karanasiou Varsamo Antoniou Ladislav Batalik Konstantinos Kalatzis Leonidas Lanaras Garyfallia Pepera Source Type: research
Efficacy of supervised home-based, real time, videoconferencing telerehabilitation in patients with type 2 diabetes: a single-blind randomized controlled trial
CONCLUSIONS: The findings of this study indicate that a 6-week supervised home-based TR exercise program induced significant benefits in patients with T2D, thus enabling telehealth implementation in rehabilitation practice as an alternative approach.CLINICAL REHABILITATION IMPACT: Home-based exercise via the TR platform is a feasible and effective alternative approach that can help patients with T2D eliminate barriers and increase overall rehabilitation utilization.PMID:37350165 | DOI:10.23736/S1973-9087.23.07855-3 (Source: Methods of Information in Medicine)
Source: Methods of Information in Medicine - June 23, 2023 Category: Information Technology Authors: Christina Blioumpa Evmorfia Karanasiou Varsamo Antoniou Ladislav Batalik Konstantinos Kalatzis Leonidas Lanaras Garyfallia Pepera Source Type: research
Efficacy of supervised home-based, real time, videoconferencing telerehabilitation in patients with type 2 diabetes: a single-blind randomized controlled trial
CONCLUSIONS: The findings of this study indicate that a 6-week supervised home-based TR exercise program induced significant benefits in patients with T2D, thus enabling telehealth implementation in rehabilitation practice as an alternative approach.CLINICAL REHABILITATION IMPACT: Home-based exercise via the TR platform is a feasible and effective alternative approach that can help patients with T2D eliminate barriers and increase overall rehabilitation utilization.PMID:37350165 | DOI:10.23736/S1973-9087.23.07855-3 (Source: Methods of Information in Medicine)
Source: Methods of Information in Medicine - June 23, 2023 Category: Information Technology Authors: Christina Blioumpa Evmorfia Karanasiou Varsamo Antoniou Ladislav Batalik Konstantinos Kalatzis Leonidas Lanaras Garyfallia Pepera Source Type: research
Efficacy of supervised home-based, real time, videoconferencing telerehabilitation in patients with type 2 diabetes: a single-blind randomized controlled trial
CONCLUSIONS: The findings of this study indicate that a 6-week supervised home-based TR exercise program induced significant benefits in patients with T2D, thus enabling telehealth implementation in rehabilitation practice as an alternative approach.CLINICAL REHABILITATION IMPACT: Home-based exercise via the TR platform is a feasible and effective alternative approach that can help patients with T2D eliminate barriers and increase overall rehabilitation utilization.PMID:37350165 | DOI:10.23736/S1973-9087.23.07855-3 (Source: Methods of Information in Medicine)
Source: Methods of Information in Medicine - June 23, 2023 Category: Information Technology Authors: Christina Blioumpa Evmorfia Karanasiou Varsamo Antoniou Ladislav Batalik Konstantinos Kalatzis Leonidas Lanaras Garyfallia Pepera Source Type: research
Efficacy of supervised home-based, real time, videoconferencing telerehabilitation in patients with type 2 diabetes: a single-blind randomized controlled trial
CONCLUSIONS: The findings of this study indicate that a 6-week supervised home-based TR exercise program induced significant benefits in patients with T2D, thus enabling telehealth implementation in rehabilitation practice as an alternative approach.CLINICAL REHABILITATION IMPACT: Home-based exercise via the TR platform is a feasible and effective alternative approach that can help patients with T2D eliminate barriers and increase overall rehabilitation utilization.PMID:37350165 | DOI:10.23736/S1973-9087.23.07855-3 (Source: Methods of Information in Medicine)
Source: Methods of Information in Medicine - June 23, 2023 Category: Information Technology Authors: Christina Blioumpa Evmorfia Karanasiou Varsamo Antoniou Ladislav Batalik Konstantinos Kalatzis Leonidas Lanaras Garyfallia Pepera Source Type: research
Efficacy of supervised home-based, real time, videoconferencing telerehabilitation in patients with type 2 diabetes: a single-blind randomized controlled trial
CONCLUSIONS: The findings of this study indicate that a 6-week supervised home-based TR exercise program induced significant benefits in patients with T2D, thus enabling telehealth implementation in rehabilitation practice as an alternative approach.CLINICAL REHABILITATION IMPACT: Home-based exercise via the TR platform is a feasible and effective alternative approach that can help patients with T2D eliminate barriers and increase overall rehabilitation utilization.PMID:37350165 | DOI:10.23736/S1973-9087.23.07855-3 (Source: Methods of Information in Medicine)
Source: Methods of Information in Medicine - June 23, 2023 Category: Information Technology Authors: Christina Blioumpa Evmorfia Karanasiou Varsamo Antoniou Ladislav Batalik Konstantinos Kalatzis Leonidas Lanaras Garyfallia Pepera Source Type: research
Efficacy of supervised home-based, real time, videoconferencing telerehabilitation in patients with type 2 diabetes: a single-blind randomized controlled trial
CONCLUSIONS: The findings of this study indicate that a 6-week supervised home-based TR exercise program induced significant benefits in patients with T2D, thus enabling telehealth implementation in rehabilitation practice as an alternative approach.CLINICAL REHABILITATION IMPACT: Home-based exercise via the TR platform is a feasible and effective alternative approach that can help patients with T2D eliminate barriers and increase overall rehabilitation utilization.PMID:37350165 | DOI:10.23736/S1973-9087.23.07855-3 (Source: Methods of Information in Medicine)
Source: Methods of Information in Medicine - June 23, 2023 Category: Information Technology Authors: Christina Blioumpa Evmorfia Karanasiou Varsamo Antoniou Ladislav Batalik Konstantinos Kalatzis Leonidas Lanaras Garyfallia Pepera Source Type: research
