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-beam | CC BY 4.0 |
| LDCT-and-Projection-data | 投影 + 图像 | helical CT | CC BY 4.0 (head scans NIH controlled access) |
| 2DeteCT | 投影 + 图像 | 2D fan-beam | CC BY 4.0 |
| Walnut-CBCT | 仅投影 | cone-beam | CC BY 4.0 |
| Helsinki Tomography Challenge 2022 | 仅投影 | 2D fan-beam | CC BY 4.0 |
| SPARE 4D-CBCT | 投影 + 图像 | cone-beam, 4D | research use |
| ToothFairy2 | 仅图像 | cone-beam, dental | CC BY 4.0 |
| CBCT Head & Neck (TCIA) | 未注明 | cone-beam | CC BY-NC 3.0 |
| LIDC-IDRI | 未注明 | helical CT | CC BY 3.0 |
| STOIC 2021 | 未注明 | CT | CC BY-NC 3.0 |
| MosMedData | 未注明 | CT | CC BY-NC-ND 3.0 |
| CTPelvic1K | 未注明 | contrast CT | CC 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-beam | CC BY 4.0 |
| COBRA2026 | 投影 + 图像 | cone-beam | CC BY-NC 4.0 |
| MORE | 未注明 | CT | CC BY-NC 4.0 |
| SparseBeads | 投影 + 图像 | micro-CT | CC BY 4.0 |
| Walnut-21 (two dose levels) | 仅投影 | cone-beam | CC BY 4.0 |
| FleX-ray Walnut CBCT Collection | 投影 + 图像 | cone-beam micro-CT | CC BY 4.0 |
| LoDoInd | 未注明 | industrial cone-beam CT | CC BY-NC 4.0 |
| Carved cheese (FIPS) | 仅投影 | 2D fan-beam | CC BY 4.0 |
基准 (11)
| 名称 | 年份 | 任务 |
|---|---|---|
| AAPM Low-Dose CT Grand Challenge | 2016 | low-dose, denoising, reconstruction |
| AAPM DL-Sparse-View CT Challenge | 2021 | sparse-view, reconstruction |
| Helsinki Tomography Challenge | 2022 | limited-angle, reconstruction |
| LoDoPaB-CT benchmark | 2021 | low-dose, reconstruction |
| SPARE Challenge | 2024 | dynamic, cbct, reconstruction |
| SPIE-AAPM-NCI LungX Challenge | 2015 | diagnosis, low-dose |
| CTooth / CTooth+ | 2022 | segmentation, cbct |
| Noise2Noise denoising protocol | 2018 | denoising, self-supervised |
| SynthRAD2023 Challenge | 2023 | cbct, synthetic-ct, reconstruction |
| DeepInverse benchmark suite | 2024 | reconstruction, benchmarking |
| SynthRAD2025 | 2026 | cbct, 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。