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This is the source code of the 1st place solution for segmentation task (with Dice 90.32%) in 2021 CCF BDCI challenge.

License: MIT License

Python 100.00%
deep-neural-networks hemangioma medical-imaging pytorch tumor-segmentation ultrasound-imaging

ccfbdci-2021-ultrasonic-tumor-segmentation-rank1st's Introduction

👋 Hi there! I'm Chainey.

交通视觉算法工程师

现负责图像生成与模型轻量化

📫 Info

  • Kaggle Master
  • Parallel Interactive Transformer作者 (CVPR 2022)
  • Deep Compressive Sensing‐based q‐space Learning作者
  • 欢迎私信探讨生成模型在宠物行业的落地性应用与技术性问题
  • 图像生成,图像匹配,图像分割,图像分类,图像超分辨率,深度估计,姿态估计,目标检测

✨ Footprint

  • 2022 Kaggle HuBMAP + HPA - Hacking the Human Body: 金牌
  • 2024 Kaggle HMS - Harmful Brain Activity Classification: 银牌
  • 2024 Kaggle SenNet + HOA - Hacking the Human Vasculature in 3D: 银牌
  • 2023 Kaggle UBC Ovarian Cancer Subtype Classification and Outlier Detection: 银牌
  • 2023 科大讯飞脑PET图像分析和疾病预测挑战赛: 冠军
  • 2022 百度时序提名动作定位大赛: 冠军
  • 2021 CCF婴儿超声波血管瘤分割挑战赛: 冠军
  • 2023 科大讯飞粮食和经济作物病害图像识别挑战赛: 亚军
  • 2021 华为云阿尔茨海默症分类技术挑战赛: 季军
  • 2024 中国航天“智衡屋”AI挑战赛赛道二遥感目标识别赛:季军
  • 2022 MICCAI偏头痛患者dMRI超分辨率竞赛: 第五名
  • 2022 CVPR-NTIRE双目图像超分辨率竞赛: 第七名

✨ Paper

  • Brain tumor segmentation via uncertainty guided Transformer, MBEC 2023
  • Deep-based super-angular resolution for diffusion imaging, PRCV 2021
  • Graph Convolutional Network with Attention Mechanism Improve Major Depressive Depression Diagnoisis Based on Plasma Biomarkers and Neuroimaging Data, JAD 2024
  • NTIRE 2022 challenge on stereo image super-resolution: methods and results, CVPR 2022
  • Super-resolved q-space learning for diffusion MRI, Medical Physics 2023
  • Validation of deep learning techniques for quality augmentation in diffusion MRI for clinical studies, NeuroImage 2023
  • Vibration-based bridge damage detection using convolutional autoencoder and gradient boosting decision tree, Civil Engineering 2024

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