mlsanityData to 7 Oct 2026

OpenMedIA: Open-Source Medical Image Analysis Toolbox and Benchmark under Heterogeneous AI Computing Platforms

arXiv 2208.05616 ↗First posted 11 Aug 2022eess.IV cs.CV cs.LGcited by 2

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Abstract (arXiv)

In this paper, we present OpenMedIA, an open-source toolbox library containing a rich set of deep learning methods for medical image analysis under heterogeneous Artificial Intelligence (AI) computing platforms. Various medical image analysis methods, including 2D/3D medical image classification, segmentation, localisation, and detection, have been included in the toolbox with PyTorch and/or MindSpore implementations under heterogeneous NVIDIA and Huawei Ascend computing systems. To our best knowledge, OpenMedIA is the first open-source algorithm library providing compared PyTorch and MindSpore implementations and results on several benchmark datasets. The source codes and models are available at https://git.openi.org.cn/OpenMedIA.

Key facts. Cited by 2 papers in the map (data through 7 Oct 2026). Builds on 18 of its 40 references that are in the map. First posted on arXiv 11 Aug 2022.

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18 of 40 references.

References · 18

  1. 2015Deep Residual Learning for Image Recognitioncited by 51,809
  2. 2020An Image is Worth 16x16 Words: Transformers for Image Recognition at Scalecited by 29,915
  3. 2019PyTorch: An Imperative Style, High-Performance Deep Learning Librarycited by 20,160
  4. 2020End-to-End Object Detection with Transformerscited by 7,384
  5. 20163D U-Net: Learning Dense Volumetric Segmentation from Sparse Annotationcited by 1,471
  6. 2019Objects as Pointscited by 1,172
  7. 2021UNETR: Transformers for 3D Medical Image Segmentationcited by 954
  8. 2018CSRNet: Dilated Convolutional Neural Networks for Understanding the Highly Congested Scenescited by 267
  9. 2016Validation, comparison, and combination of algorithms for automatic detection of pulmonary nodules in computed tomography images: the LUNA16 challengecited by 198
  10. 2015MXNet: A Flexible and Efficient Machine Learning Library for Heterogeneous Distributed Systemscited by 195
  11. 2021TS-CAM: Token Semantic Coupled Attention Map for Weakly Supervised Object Localizationcited by 122
  12. 2020COVID-ResNet: A Deep Learning Framework for Screening of COVID19 from Radiographscited by 28
6 more
  1. 2019Deformable Slice-to-Volume Registration for Motion Correction in Fetal Body MRIcited by 23
  2. 2018Human-level Performance On Automatic Head Biometrics In Fetal Ultrasound Using Fully Convolutional Neural Networkscited by 16
  3. 2019Model-Based and Data-Driven Strategies in Medical Image Computingcited by 16
  4. 2021EllipseNet: Anchor-Free Ellipse Detection for Automatic Cardiac Biometrics in Fetal Echocardiographycited by 5
  5. 2021Towards Unbiased COVID-19 Lesion Localisation and Segmentation via Weakly Supervised Learningcited by 4
  6. 2019Self-supervised Recurrent Neural Network for 4D Abdominal and In-utero MR Imagingcited by 2

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Cited by year (2026 to 7 Oct)

Citing papers per year: 2023: 1; 2024: 0; 2025: 0; 2026: 1.

2 papers.