Thyro-LMD: A Benchmark Dataset and Sample-Driven Data Loading, Attention, and Regularization for Long-Tailed Multi-Label Thyroid Ultrasound Diagnosis

Jiansong Zhang 0005, Shunlan Liu, Xiaoling Luo 0001, Guorong Lyu, LinLin Shen. Thyro-LMD: A Benchmark Dataset and Sample-Driven Data Loading, Attention, and Regularization for Long-Tailed Multi-Label Thyroid Ultrasound Diagnosis. IEEE Trans. Med. Imaging, 45(7):3986-4001, July 2026. [doi]

@article{ZhangLLLS26,
  title = {Thyro-LMD: A Benchmark Dataset and Sample-Driven Data Loading, Attention, and Regularization for Long-Tailed Multi-Label Thyroid Ultrasound Diagnosis},
  author = {Jiansong Zhang 0005 and Shunlan Liu and Xiaoling Luo 0001 and Guorong Lyu and LinLin Shen},
  year = {2026},
  month = {July},
  doi = {10.1109/TMI.2026.3690144},
  url = {https://doi.org/10.1109/TMI.2026.3690144},
  researchr = {https://researchr.org/publication/ZhangLLLS26},
  cites = {0},
  citedby = {0},
  journal = {IEEE Trans. Med. Imaging},
  volume = {45},
  number = {7},
  pages = {3986-4001},
}