# CT Reconstruction on AAPM Low Dose CT 2016 (test) Source: [CT Reconstruction on AAPM Low Dose CT 2016 (test)]() Collection index: [llms.txt]() Data updated: 2026-03-04T09:24:21.989Z Evaluation of CT Reconstruction performance on the test split of the AAPM Low Dose CT 2016 dataset, typically measured using PSNR, SSIM, and Data Fit metrics. A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage. | Scope | Recorded value | | --- | --- | | Task | CT Reconstruction | | Dataset (including any stated split) | AAPM Low Dose CT 2016 (test) | | Metric | PSNR | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 16 of 16 | | Coverage | All results currently returned for this benchmark | Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol. ## Metrics - [PSNR](): Higher is better; unit: SCALAR. - [SSIM](): Higher is better; unit: SCALAR. - [Data Fit](): Higher is better; unit: SCALAR. ## Recorded results | Method | PSNR | Result date | Report paper | | --- | --- | --- | --- | | ADMM-TV | 31.94 | Not recorded | 69a66bdf2d603e6de3e3cd04 | | FMCT | 31.63 | Not recorded | 69a66bdf2d603e6de3e3cd04 | | EFMCT | 31.52 | Not recorded | 69a66bdf2d603e6de3e3cd04 | | DDS | 31.06 | Not recorded | 69a66bdf2d603e6de3e3cd04 | | PGDM | 30.26 | Not recorded | 69a66bdf2d603e6de3e3cd04 | | DPS | 30.05 | Not recorded | 69a66bdf2d603e6de3e3cd04 | | MCG | 30 | Not recorded | 69a66bdf2d603e6de3e3cd04 | | FMCT | 29.98 | Not recorded | 69a66bdf2d603e6de3e3cd04 | | EFMCT | 29.52 | Not recorded | 69a66bdf2d603e6de3e3cd04 | | ADMM-TV | 29.45 | Not recorded | 69a66bdf2d603e6de3e3cd04 | | PGDM | 29.43 | Not recorded | 69a66bdf2d603e6de3e3cd04 | | DDS | 29.21 | Not recorded | 69a66bdf2d603e6de3e3cd04 | | DPS | 28.78 | Not recorded | 69a66bdf2d603e6de3e3cd04 | | MCG | 27.57 | Not recorded | 69a66bdf2d603e6de3e3cd04 | | FBP | 26.98 | Not recorded | 69a66bdf2d603e6de3e3cd04 | | FBP | 24.01 | Not recorded | 69a66bdf2d603e6de3e3cd04 | ### ADMM-TV PSNR: 31.94. Result ID: 69a7f9066dbb7075b94d119b. [Reporting paper]() Recorded evaluation configuration: {"Time/s":"9.85"}. This record does not assert independent reproduction. ### FMCT PSNR: 31.63. Result ID: 69a7f9066dbb7075b94d11a0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"NFE\*":"25(↓ 50%)","Time/s":"1.92(↓ 50%)"}. This record does not assert independent reproduction. ### EFMCT PSNR: 31.52. Result ID: 69a7f9066dbb7075b94d11a1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"NFE\*":"7(↓ 75%)","Time/s":"0.83(↓ 78%)"}. This record does not assert independent reproduction. ### DDS PSNR: 31.06. Result ID: 69a7f9066dbb7075b94d119f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"NFE\*":"50","Time/s":"3.83"}. This record does not assert independent reproduction. ### PGDM PSNR: 30.26. Result ID: 69a7f9066dbb7075b94d119e. [Reporting paper]() Recorded evaluation configuration: {"NFE\*":"100","Time/s":"29.79"}. This record does not assert independent reproduction. ### DPS PSNR: 30.05. Result ID: 69a7f9066dbb7075b94d119c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"NFE\*":"1000","Time/s":"142.16"}. This record does not assert independent reproduction. ### MCG PSNR: 30. Result ID: 69a7f9066dbb7075b94d119d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"NFE\*":"1000","Time/s":"143.44"}. This record does not assert independent reproduction. ### FMCT PSNR: 29.98. Result ID: 69a7f9066dbb7075b94d11a8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"NFE\*":"25(↓ 50%)","Time/s":"1.92(↓ 50%)"}. This record does not assert independent reproduction. ### EFMCT PSNR: 29.52. Result ID: 69a7f9066dbb7075b94d11a9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"NFE\*":"7(↓ 75%)","Time/s":"0.83(↓ 78%)"}. This record does not assert independent reproduction. ### ADMM-TV PSNR: 29.45. Result ID: 69a7f9066dbb7075b94d11a3. [Reporting paper]() Recorded evaluation configuration: {"Time/s":"9.85"}. This record does not assert independent reproduction. ### PGDM PSNR: 29.43. Result ID: 69a7f9066dbb7075b94d11a6. [Reporting paper]() Recorded evaluation configuration: {"NFE\*":"100","Time/s":"29.79"}. This record does not assert independent reproduction. ### DDS PSNR: 29.21. Result ID: 69a7f9066dbb7075b94d11a7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"NFE\*":"50","Time/s":"3.83"}. This record does not assert independent reproduction. ### DPS PSNR: 28.78. Result ID: 69a7f9066dbb7075b94d11a4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"NFE\*":"1000","Time/s":"142.16"}. This record does not assert independent reproduction. ### MCG PSNR: 27.57. Result ID: 69a7f9066dbb7075b94d11a5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"NFE\*":"1000","Time/s":"143.44"}. This record does not assert independent reproduction. ### FBP PSNR: 26.98. Result ID: 69a7f9066dbb7075b94d119a. [Reporting paper]() Recorded evaluation configuration: {"Time/s":"0.02"}. This record does not assert independent reproduction. ### FBP PSNR: 24.01. Result ID: 69a7f9066dbb7075b94d11a2. [Reporting paper]() Recorded evaluation configuration: {"Time/s":"0.02"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.