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CT 重建数据集与基准

目录中有 21 个数据集和 11 个基准拥有单独的页面,列出其包含的数据、许可、所属主题,以及目录中使用它们的论文。

另有 28 个条目(多为分割与检测数据集,目录中尚无与之相关的重建主题或论文)列在完整的数据集表格和基准表格中。

不确定该用哪一个?请阅读指南如何选择 CT 重建数据集。

数据集 (21)

名称数据成像方式许可
LoDoPaB-CT投影 + 图像2D fan-beamCC BY 4.0
LDCT-and-Projection-data投影 + 图像helical CTCC BY 4.0 (head scans NIH controlled access)
2DeteCT投影 + 图像2D fan-beamCC BY 4.0
Walnut-CBCT仅投影cone-beamCC BY 4.0
Helsinki Tomography Challenge 2022仅投影2D fan-beamCC BY 4.0
SPARE 4D-CBCT投影 + 图像cone-beam, 4Dresearch use
ToothFairy2仅图像cone-beam, dentalCC BY 4.0
CBCT Head & Neck (TCIA)未注明cone-beamCC BY-NC 3.0
LIDC-IDRI未注明helical CTCC BY 3.0
STOIC 2021未注明CTCC BY-NC 3.0
MosMedData未注明CTCC BY-NC-ND 3.0
CTPelvic1K未注明contrast CTCC BY-NC 4.0
AAPM DL-Sparse-View CT data投影 + 图像2D fan-beam (simulated)CC BY 4.0
FIPS tomography datasets仅投影fan-beam / cone-beamCC BY 4.0
COBRA2026投影 + 图像cone-beamCC BY-NC 4.0
MORE未注明CTCC BY-NC 4.0
SparseBeads投影 + 图像micro-CTCC BY 4.0
Walnut-21 (two dose levels)仅投影cone-beamCC BY 4.0
FleX-ray Walnut CBCT Collection投影 + 图像cone-beam micro-CTCC BY 4.0
LoDoInd未注明industrial cone-beam CTCC BY-NC 4.0
Carved cheese (FIPS)仅投影2D fan-beamCC BY 4.0

基准 (11)

名称年份任务
AAPM Low-Dose CT Grand Challenge2016low-dose, denoising, reconstruction
AAPM DL-Sparse-View CT Challenge2021sparse-view, reconstruction
Helsinki Tomography Challenge2022limited-angle, reconstruction
LoDoPaB-CT benchmark2021low-dose, reconstruction
SPARE Challenge2024dynamic, cbct, reconstruction
SPIE-AAPM-NCI LungX Challenge2015diagnosis, low-dose
CTooth / CTooth+2022segmentation, cbct
Noise2Noise denoising protocol2018denoising, self-supervised
SynthRAD2023 Challenge2023cbct, synthetic-ct, reconstruction
DeepInverse benchmark suite2024reconstruction, benchmarking
SynthRAD20252026cbct, synthetic-ct, reconstruction

本页所有内容均来自目录记录(最近一次内容更新:2026-10-16)。许可条款和访问条件可能变化,下载或再分发数据前请以官方页面为准。