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Related papers: Pediatric Wrist Fracture Detection in X-rays via Y…

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Diagnosing and treating abnormalities in the wrist, specifically distal radius, and ulna fractures, is a crucial concern among children, adolescents, and young adults, with a higher incidence rate during puberty. However, the scarcity of…

Computer Vision and Pattern Recognition · Computer Science 2024-07-31 Ammar Ahmed , Ali Shariq Imran , Abdul Manaf , Zenun Kastrati , Sher Muhammad Daudpota

Hospital emergency departments frequently receive lots of bone fracture cases, with pediatric wrist trauma fracture accounting for the majority of them. Before pediatric surgeons perform surgery, they need to ask patients how the fracture…

Computer Vision and Pattern Recognition · Computer Science 2026-02-06 Rui-Yang Ju , Weiming Cai

Children often suffer wrist trauma in daily life, while they usually need radiologists to analyze and interpret X-ray images before surgical treatment by surgeons. The development of deep learning has enabled neural networks to serve as…

Computer Vision and Pattern Recognition · Computer Science 2026-02-06 Rui-Yang Ju , Chun-Tse Chien , Enkaer Xieerke , Jen-Shiun Chiang

The introduction of YOLOv9, the latest version of the You Only Look Once (YOLO) series, has led to its widespread adoption across various scenarios. This paper is the first to apply the YOLOv9 algorithm model to the fracture detection task…

Image and Video Processing · Electrical Eng. & Systems 2026-02-06 Chun-Tse Chien , Rui-Yang Ju , Kuang-Yi Chou , Jen-Shiun Chiang

Wrist trauma and even fractures occur frequently in daily life, particularly among children who account for a significant proportion of fracture cases. Before performing surgery, surgeons often request patients to undergo X-ray imaging…

Computer Vision and Pattern Recognition · Computer Science 2024-09-30 Rui-Yang Ju , Chun-Tse Chien , Jen-Shiun Chiang

Wrist pathologies, {particularly fractures common among children and adolescents}, present a critical diagnostic challenge. While X-ray imaging remains a prevalent diagnostic tool, the increasing misinterpretation rates highlight the need…

Computer Vision and Pattern Recognition · Computer Science 2024-08-27 Ammar Ahmed , Ali Shariq Imran , Zenun Kastrati , Sher Muhammad Daudpota , Mohib Ullah , Waheed Noord

Children often suffer wrist injuries in daily life, while fracture injuring radiologists usually need to analyze and interpret X-ray images before surgical treatment by surgeons. The development of deep learning has enabled neural network…

Computer Vision and Pattern Recognition · Computer Science 2024-07-04 Rui-Yang Ju , Chun-Tse Chien , Chia-Min Lin , Jen-Shiun Chiang

Wrist trauma and even fractures occur frequently in daily life, particularly among children who account for a significant proportion of fracture cases. Before performing surgery, surgeons often request patients to undergo X-ray imaging…

Computer Vision and Pattern Recognition · Computer Science 2026-02-06 Chun-Tse Chien , Rui-Yang Ju , Kuang-Yi Chou , Enkaer Xieerke , Jen-Shiun Chiang

Hospitals, especially their emergency services, receive a high number of wrist fracture cases. For correct diagnosis and proper treatment of these, images obtained from various medical equipment must be viewed by physicians, along with the…

Image and Video Processing · Electrical Eng. & Systems 2022-02-09 Fırat Hardalaç , Fatih Uysal , Ozan Peker , Murat Çiçeklidağ , Tolga Tolunay , Nil Tokgöz , Uğurhan Kutbay , Boran Demirciler , Fatih Mert

Wrist Fracture is the most common type of fracture with a high incidence rate. Conventional radiography (i.e. X-ray imaging) is used for wrist fracture detection routinely, but occasionally fracture delineation poses issues and an…

Fracture detection plays a critical role in medical imaging analysis, traditional fracture diagnosis relies on visual assessment by experienced physicians, however the speed and accuracy of this approach are constrained by the expertise.…

Computer Vision and Pattern Recognition · Computer Science 2025-09-30 Yuyang Sun , Junchuan Yu , Cuiming Zou

Computer-aided diagnosis (CAD) systems have greatly improved the interpretation of medical images by radiologists and surgeons. However, current CAD systems for fracture detection in X-ray images primarily rely on large, resource-intensive…

Image and Video Processing · Electrical Eng. & Systems 2025-01-03 Abdesselam Ferdi

Fractures, particularly in the distal forearm, are among the most common injuries in children and adolescents, with approximately 800 000 cases treated annually in Germany. The AO/OTA system provides a structured fracture type…

Computer Vision and Pattern Recognition · Computer Science 2024-12-19 Ron Keuth , Maren Balks , Sebastian Tschauner , Ludger Tüshaus , Mattias Heinrich

Between $15\,\%$ and $45\,\%$ of children experience a fracture during their growth years, making accurate diagnosis essential. Fracture morphology, alongside location and fragment angle, is a key diagnostic feature. In this work, we…

Computer Vision and Pattern Recognition · Computer Science 2025-12-17 Cassandra Krause , Mattias P. Heinrich , Ron Keuth

The growing volume of medical imaging data has increased the need for automated diagnostic tools, especially for musculoskeletal injuries like rib fractures, commonly detected via CT scans. Manual interpretation is time-consuming and…

Image and Video Processing · Electrical Eng. & Systems 2026-01-30 Ningyong Wu , Jiangbo Zhang , Wenhong Zhao , Jinzhi Wang , Chenzhan Yu , Zhigang Xiu , Duwei Dai , Ziyu Xu , Yongli Yang

Retrieving wrist radiographs with analogous fracture patterns is challenging because clinically important cues are subtle, highly localized and often obscured by overlapping anatomy or variable imaging views. Progress is further limited by…

Computer Vision and Pattern Recognition · Computer Science 2026-03-04 Mert Sonmezer , Serge Vasylechko , Duygu Atasoy , Seyda Ertekin , Sila Kurugol

Background: Accurate diagnosis of wrist and hand fractures using radiographs is essential in emergency care, but manual interpretation is slow and prone to errors. Transformer-based models show promise in improving medical image analysis,…

Image and Video Processing · Electrical Eng. & Systems 2025-08-21 Aditya Bagri , Vasanthakumar Venugopal , Anandakumar D , Revathi Ezhumalai , Kalyan Sivasailam , Bargava Subramanian , VarshiniPriya , Meenakumari K S , Abi M , Renita S

The exploration of automated wrist fracture recognition has gained considerable research attention in recent years. In practical medical scenarios, physicians and surgeons may lack the specialized expertise required for accurate X-ray…

Computer Vision and Pattern Recognition · Computer Science 2024-12-19 Ammar Ahmed , Ali Shariq Imran , Mohib Ullah , Zenun Kastrati , Sher Muhammad Daudpota

Accurate wound classification and boundary segmentation are essential for guiding clinical decisions in both chronic and acute wound management. However, most existing AI models are limited, focusing on a narrow set of wound types or…

Computer Vision and Pattern Recognition · Computer Science 2026-03-31 Mehedi Hasan Tusar , Fateme Fayyazbakhsh , Igor Melnychuk , Ming C. Leu

Real-time hand tracking in trauma surgery is essential for supporting rapid and precise intraoperative decisions. We propose a YOLOv10-based framework that simultaneously localizes hands and classifies their laterality (left or right) in…

Computer Vision and Pattern Recognition · Computer Science 2026-02-24 Kedi Sun , Le Zhang
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