Video-Based Automatic Quantification of Leg Edema: a Pilot Study in Patients With Hemodialysis With and Without Heart Failure ― Proof-of-Concept Study ―

This pilot study demonstrated feasibility of video-based DL for edema detection. Larger, more diverse datasets and clinical validation are needed for generalization.

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Publication Details

Journal
Circulation Reports
Published
2025-10-24
DOI
https://doi.org/10.1253/circrep.cr-25-0180
Primary Topic
Central Venous Catheters and Hemodialysis
Type
article
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article

Video-Based Automatic Quantification of Leg Edema: a Pilot Study in Patients With Hemodialysis With and Without Heart Failure ― Proof-of-Concept Study ―

Ken Morito, Nao Nohara, Taishi Dotare, Takatoshi Kasai et al.
Circulation Reports
Central Venous Catheters and Hemodialysis
article

Video-Based Automatic Quantification of Leg Edema: a Pilot Study in Patients With Hemodialysis With and Without Heart Failure ― Proof-of-Concept Study ―

Ken Morito, Nao Nohara, Taishi Dotare, Takatoshi Kasai, Azusa Murata, Tsutomu Sunayama, Yoshihiro Nakajima, Hiroyuki Daida, Nobuyuki Kagiyama, Tohru Minamino, Eiichiro Sato, Tomohiro Kaneko, Takao Kato, Akihiro Sato, Junichiro Nakata, Yusuke Suzuki, Yoshitaka Ito, Shoko Suda, Takashi Iso
article en

Abstract

This pilot study demonstrated feasibility of video-based DL for edema detection. Larger, more diverse datasets and clinical validation are needed for generalization.

Circulation ReportsVol. 8(1)
Juntendo University (JP), Glory (Japan) (JP)
Openalex Percentile: Top 53%
Central Venous Catheters and Hemodialysis
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Video-Based Automatic Quantification of Leg Edema: a Pilot Study in Patients With Hemodialysis With and Without Heart Failure ― Proof-of-Concept Study ― — Ken Morito, Nao Nohara, et al. · Circulation Reports (2025) | TGRS Research Map | TGRS