Fracture detection

Benchmarks archive 2025-07-28

1 leaderboard table shown for this task, 1 with rows (a “benchmark” on this site is a table with at least one row, as on /sota), ordered by row count. “Best model” is the first row in the archive's own order at snapshot; nothing is re-ranked here and metric direction is not recorded in the archive. PwC's Trend sparklines are not in the archive, so that column is omitted.

Syntology column: samples harvested from the paper's repositories and executed on synthesized fixtures; “ran” is not a correctness claim and does not order the table. A dash means no Syntology record for that paper, not a recorded non-run. Read from the graph 2026-09-24.

Libraries

Not in the archive: the export carries no per-task library table, so there is nothing to show at snapshot 2025-07-28.

Datasets archive 2025-07-28

1 dataset whose archive record lists this task, ordered by the archive's paper count.

Subtasks archive 2025-07-28

No subtask under this task in the archive's task tree.

Parent tasks archive 2025-07-28

Most implemented papers archive 2025-07-28

17 shown of 17 papers with code (40 tagged with this task in all), ordered by repositories listed in the archive, not by stars (the archive holds no stars, so PwC's “Social” and “Latest” sorts cannot be reproduced). Papers without a page here are shown as plain text.

• EfficientNet: Rethinking Model Scaling for Convolutional Neural Networks
  28 May 2019 144 repositories listed Syntology ran 171 of 302 samples · 131 unverified · 112 pointer-only (licence)
  Convolutional Neural Networks (ConvNets) are commonly developed at a fixed resource budget, and then scaled up for better accuracy if more resources are available.
• Self-Supervised Multiview Xray Matching
  30 Jun 2025 1 repository listed
  Accurate interpretation of multi-view radiographs is crucial for diagnosing fractures, muscular injuries, and other anomalies.
• Lightweight G-YOLOv11: Advancing Efficient Fracture Detection in Pediatric Wrist X-rays
  31 Dec 2024 1 repository listed
  However, current CAD systems for fracture detection in X-ray images primarily rely on large, resource-intensive detectors, which limits their practicality in clinical settings.
• A Comparative Study of Multiple Deep Learning Algorithms for Efficient Localization of Bone Joints in the Upper Limbs of Human Body
  28 Oct 2024 1 repository listed
  This paper provides a detailed comparative study between diverse Deep Learning (DL) models - YOLOv3, YOLOv7, EfficientDet and CenterNet in multiple bone joint detections in the upper limbs of the human body.
• Pediatric Wrist Fracture Detection Using Feature Context Excitation Modules in X-ray Images
  1 Oct 2024 1 repository listed
  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.
• YOLOv8-ResCBAM: YOLOv8 Based on An Effective Attention Module for Pediatric Wrist Fracture Detection
  27 Sep 2024 1 repository listed
  Wrist trauma and even fractures occur frequently in daily life, particularly among children who account for a significant proportion of fracture cases.
• Pediatric Wrist Fracture Detection in X-rays via YOLOv10 Algorithm and Dual Label Assignment System
  22 Jul 2024 1 repository listed
  Wrist fractures are highly prevalent among children and can significantly impact their daily activities, such as attending school, participating in sports, and performing basic self-care tasks.
• Enhancing Wrist Fracture Detection with YOLO
  17 Jul 2024 1 repository listed
  Meanwhile, YOLOv8x recorded the highest mAP of 0.
• Global Context Modeling in YOLOv8 for Pediatric Wrist Fracture Detection
  3 Jul 2024 1 repository listed
  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.
• YOLOv9 for Fracture Detection in Pediatric Wrist Trauma X-ray Images
  17 Mar 2024 1 repository listed
  The introduction of YOLOv9, the latest version of the You Only Look Once (YOLO) series, has led to its widespread adoption across various scenarios.
• A Simple Framework Uniting Visual In-context Learning with Masked Image Modeling to Improve Ultrasound Segmentation
  22 Feb 2024 1 repository listed
  Conventional deep learning models deal with images one-by-one, requiring costly and time-consuming expert labeling in the field of medical imaging, and domain-specific restriction limits model generalizability.
• YOLOv8-AM: YOLOv8 Based on Effective Attention Mechanisms for Pediatric Wrist Fracture Detection
  14 Feb 2024 1 repository listed
  Therefore, we combine ResBlock and GAM, introducing ResGAM to design another new YOLOv8-AM model, whose mAP 50 value is increased to 65.
• Interpreting and Correcting Medical Image Classification with PIP-Net
  19 Jul 2023 1 repository listed Syntology ran 9 of 13 samples · 4 unverified · 13 pointer-only (licence)
  We conclude that part-prototype models are promising for medical applications due to their interpretability and potential for advanced model debugging.
• Deep Omni-supervised Learning for Rib Fracture Detection from Chest Radiology Images
  23 Jun 2023 1 repository listed
  To tackle this challenge, the literature on object detection has witnessed an increase of weakly-supervised and semi-supervised approaches, yet still lacks a unified framework that leverages various forms of…
• Fracture Detection in Pediatric Wrist Trauma X-ray Images Using YOLOv8 Algorithm
  11 Apr 2023 1 repository listed
  To enable surgeons to use our model for fracture detection on pediatric wrist trauma X-ray images, we have designed the application "Fracture Detection Using YOLOv8 App" to assist surgeons in diagnosing fractures,…
• Domain Specific Transporter Framework to Detect Fractures in Ultrasound
  9 Jun 2021 1 repository listed
  Saliency of keypoints detected in the image\ are compared against manual assessment based on distance from relevant features.
• Critical Evaluation of Deep Neural Networks for Wrist Fracture Detection
  4 Dec 2020 1 repository listed
  Wrist Fracture is the most common type of fracture with a high incidence rate.

Syntology lines on 2 of the papers shown; no Syntology record for the others (a paper without an arXiv id cannot be joined to the graph, and absence from the graph layer is not a recorded non-run). “Ran” means the sample executed on a synthesized fixture, not that the paper's result was reproduced. Read from the graph 2026-09-24.