# CT Reconstruction on AAPM L096 Source: [CT Reconstruction on AAPM L096]() Collection index: [llms.txt]() Data updated: 2026-06-23T11:40:22.978Z Evaluation of CT Reconstruction performance on the AAPM L096 dataset, typically measured using PSNR and SSIM. 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 L096 | | Metric | PSNR | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 32 of 32 | | 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. ## Recorded results | Method | PSNR | Result date | Report paper | | --- | --- | --- | --- | | DPRF | 39.23 | Not recorded | 698abbbec97a0b3e3b5de0d3 | | Diff-NAF | 39.13 | Not recorded | 691d4f18d6b0dd334292d7bc | | SAX-NeRF | 37.79 | Not recorded | 698abbbec97a0b3e3b5de0d3 | | SAX-NeRF | 37.79 | Not recorded | 691d4f18d6b0dd334292d7bc | | NAF | 35.41 | Not recorded | 698abbbec97a0b3e3b5de0d3 | | NAF | 35.41 | Not recorded | 691d4f18d6b0dd334292d7bc | | CSDN | 35.14 | Not recorded | 698abbbec97a0b3e3b5de0d3 | | Diff-NAF | 34.87 | Not recorded | 691d4f18d6b0dd334292d7bc | | NeRF | 34.78 | Not recorded | 698abbbec97a0b3e3b5de0d3 | | NeRF | 34.78 | Not recorded | 691d4f18d6b0dd334292d7bc | | NeAT | 33.84 | Not recorded | 698abbbec97a0b3e3b5de0d3 | | NeAT | 33.84 | Not recorded | 691d4f18d6b0dd334292d7bc | | SAX-NeRF | 33.43 | Not recorded | 698abbbec97a0b3e3b5de0d3 | | InTomo | 33.42 | Not recorded | 698abbbec97a0b3e3b5de0d3 | | InTomo | 33.42 | Not recorded | 691d4f18d6b0dd334292d7bc | | SAX-NeRF | 32.27 | Not recorded | 691d4f18d6b0dd334292d7bc | | InTomo | 31.54 | Not recorded | 698abbbec97a0b3e3b5de0d3 | | NAF | 31.43 | Not recorded | 698abbbec97a0b3e3b5de0d3 | | SART | 31.39 | Not recorded | 698abbbec97a0b3e3b5de0d3 | | SART | 31.39 | Not recorded | 691d4f18d6b0dd334292d7bc | | NAF | 31.1 | Not recorded | 691d4f18d6b0dd334292d7bc | | NeAT | 30.08 | Not recorded | 698abbbec97a0b3e3b5de0d3 | | NeAT | 29.68 | Not recorded | 691d4f18d6b0dd334292d7bc | | SART | 29.13 | Not recorded | 698abbbec97a0b3e3b5de0d3 | | InTomo | 29.07 | Not recorded | 691d4f18d6b0dd334292d7bc | | NeRF | 28.48 | Not recorded | 698abbbec97a0b3e3b5de0d3 | | SART | 28.47 | Not recorded | 691d4f18d6b0dd334292d7bc | | NeRF | 28.02 | Not recorded | 691d4f18d6b0dd334292d7bc | | FDK | 24.59 | Not recorded | 698abbbec97a0b3e3b5de0d3 | | FDK | 22.91 | Not recorded | 698abbbec97a0b3e3b5de0d3 | | FDK | 22.91 | Not recorded | 691d4f18d6b0dd334292d7bc | | FDK | 20.04 | Not recorded | 691d4f18d6b0dd334292d7bc | ### DPRF PSNR: 39.23. Result ID: 69972abc5698665ec4799cd9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Views":50}. This record does not assert independent reproduction. ### Diff-NAF PSNR: 39.13. Result ID: 6a3a708efbc373592c3808f4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"View Setting":"50-view"}. This record does not assert independent reproduction. ### SAX-NeRF PSNR: 37.79. Result ID: 69972abc5698665ec4799cd8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Views":50}. This record does not assert independent reproduction. ### SAX-NeRF PSNR: 37.79. Result ID: 6a3a708efbc373592c3808f3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"View Setting":"50-view"}. This record does not assert independent reproduction. ### NAF PSNR: 35.41. Result ID: 69972abc5698665ec4799cd7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Views":50}. This record does not assert independent reproduction. ### NAF PSNR: 35.41. Result ID: 6a3a708efbc373592c3808f2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"View Setting":"50-view"}. This record does not assert independent reproduction. ### CSDN PSNR: 35.14. Result ID: 69972abc5698665ec4799d09. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"view setting":"23-view"}. This record does not assert independent reproduction. ### Diff-NAF PSNR: 34.87. Result ID: 6a3a708efbc373592c3808c4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"setting":"20-view"}. This record does not assert independent reproduction. ### NeRF PSNR: 34.78. Result ID: 69972abc5698665ec4799cd5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Views":50}. This record does not assert independent reproduction. ### NeRF PSNR: 34.78. Result ID: 6a3a708efbc373592c3808f0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"View Setting":"50-view"}. This record does not assert independent reproduction. ### NeAT PSNR: 33.84. Result ID: 69972abc5698665ec4799cd6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Views":50}. This record does not assert independent reproduction. ### NeAT PSNR: 33.84. Result ID: 6a3a708efbc373592c3808f1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"View Setting":"50-view"}. This record does not assert independent reproduction. ### SAX-NeRF PSNR: 33.43. Result ID: 69972abc5698665ec4799d08. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"view setting":"23-view"}. This record does not assert independent reproduction. ### InTomo PSNR: 33.42. Result ID: 69972abc5698665ec4799cd4. [Reporting paper]() Recorded evaluation configuration: {"Views":50}. This record does not assert independent reproduction. ### InTomo PSNR: 33.42. Result ID: 6a3a708efbc373592c3808ef. [Reporting paper]() Recorded evaluation configuration: {"View Setting":"50-view"}. This record does not assert independent reproduction. ### SAX-NeRF PSNR: 32.27. Result ID: 6a3a708efbc373592c3808c3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"setting":"20-view"}. This record does not assert independent reproduction. ### InTomo PSNR: 31.54. Result ID: 69972abc5698665ec4799d04. [Reporting paper]() Recorded evaluation configuration: {"view setting":"23-view"}. This record does not assert independent reproduction. ### NAF PSNR: 31.43. Result ID: 69972abc5698665ec4799d07. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"view setting":"23-view"}. This record does not assert independent reproduction. ### SART PSNR: 31.39. Result ID: 69972abc5698665ec4799cd3. [Reporting paper]() Recorded evaluation configuration: {"Views":50}. This record does not assert independent reproduction. ### SART PSNR: 31.39. Result ID: 6a3a708efbc373592c3808ee. [Reporting paper]() Recorded evaluation configuration: {"View Setting":"50-view"}. This record does not assert independent reproduction. ### NAF PSNR: 31.1. Result ID: 6a3a708efbc373592c3808c2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"setting":"20-view"}. This record does not assert independent reproduction. ### NeAT PSNR: 30.08. Result ID: 69972abc5698665ec4799d06. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"view setting":"23-view"}. This record does not assert independent reproduction. ### NeAT PSNR: 29.68. Result ID: 6a3a708efbc373592c3808c1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"setting":"20-view"}. This record does not assert independent reproduction. ### SART PSNR: 29.13. Result ID: 69972abc5698665ec4799d03. [Reporting paper]() Recorded evaluation configuration: {"view setting":"23-view"}. This record does not assert independent reproduction. ### InTomo PSNR: 29.07. Result ID: 6a3a708efbc373592c3808bf. [Reporting paper]() Recorded evaluation configuration: {"setting":"20-view"}. This record does not assert independent reproduction. ### NeRF PSNR: 28.48. Result ID: 69972abc5698665ec4799d05. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"view setting":"23-view"}. This record does not assert independent reproduction. ### SART PSNR: 28.47. Result ID: 6a3a708efbc373592c3808be. [Reporting paper]() Recorded evaluation configuration: {"setting":"20-view"}. This record does not assert independent reproduction. ### NeRF PSNR: 28.02. Result ID: 6a3a708efbc373592c3808c0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"setting":"20-view"}. This record does not assert independent reproduction. ### FDK PSNR: 24.59. Result ID: 69972abc5698665ec4799d02. [Reporting paper]() Recorded evaluation configuration: {"view setting":"23-view"}. This record does not assert independent reproduction. ### FDK PSNR: 22.91. Result ID: 69972abc5698665ec4799cd2. [Reporting paper]() Recorded evaluation configuration: {"Views":50}. This record does not assert independent reproduction. ### FDK PSNR: 22.91. Result ID: 6a3a708efbc373592c3808ed. [Reporting paper]() Recorded evaluation configuration: {"View Setting":"50-view"}. This record does not assert independent reproduction. ### FDK PSNR: 20.04. Result ID: 6a3a708efbc373592c3808bd. [Reporting paper]() Recorded evaluation configuration: {"setting":"20-view"}. This record does not assert independent reproduction. Page 1 of 1. 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