# CT Reconstruction on AAPM L067

Source: [CT Reconstruction on AAPM L067](<https://www.sota2.com/research/sota/ct-reconstruction-on-aapm-l067>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

Data updated: 2026-06-23T11:40:22.932Z

Evaluation of CT Reconstruction performance on the AAPM L067 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 L067 |
| 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](<https://www.sota2.com/research/sota/ct-reconstruction-on-aapm-l067.md?metric=PSNR>): Higher is better; unit: SCALAR.

- [SSIM](<https://www.sota2.com/research/sota/ct-reconstruction-on-aapm-l067.md?metric=SSIM>): Higher is better; unit: SCALAR.

## Recorded results

| Method | PSNR | Result date | Report paper |
| --- | --- | --- | --- |
| DPRF | 37.66 | Not recorded | 698abbbec97a0b3e3b5de0d3 |
| Diff-NAF | 37.21 | Not recorded | 691d4f18d6b0dd334292d7bc |
| SAX-NeRF | 35.15 | Not recorded | 698abbbec97a0b3e3b5de0d3 |
| SAX-NeRF | 35.15 | Not recorded | 691d4f18d6b0dd334292d7bc |
| NAF | 34.91 | Not recorded | 698abbbec97a0b3e3b5de0d3 |
| NAF | 34.91 | Not recorded | 691d4f18d6b0dd334292d7bc |
| NeRF | 32.79 | Not recorded | 698abbbec97a0b3e3b5de0d3 |
| NeRF | 32.79 | Not recorded | 691d4f18d6b0dd334292d7bc |
| NeAT | 32.74 | Not recorded | 698abbbec97a0b3e3b5de0d3 |
| NeAT | 32.74 | Not recorded | 691d4f18d6b0dd334292d7bc |
| InTomo | 32.53 | Not recorded | 698abbbec97a0b3e3b5de0d3 |
| InTomo | 32.53 | Not recorded | 691d4f18d6b0dd334292d7bc |
| CSDN | 32.44 | Not recorded | 698abbbec97a0b3e3b5de0d3 |
| Diff-NAF | 32.17 | Not recorded | 691d4f18d6b0dd334292d7bc |
| SART | 31.42 | Not recorded | 698abbbec97a0b3e3b5de0d3 |
| SART | 31.42 | Not recorded | 691d4f18d6b0dd334292d7bc |
| SAX-NeRF | 30.5 | Not recorded | 698abbbec97a0b3e3b5de0d3 |
| InTomo | 29.8 | Not recorded | 698abbbec97a0b3e3b5de0d3 |
| NAF | 29.49 | Not recorded | 698abbbec97a0b3e3b5de0d3 |
| NAF | 29.18 | Not recorded | 691d4f18d6b0dd334292d7bc |
| InTomo | 28.74 | Not recorded | 691d4f18d6b0dd334292d7bc |
| SAX-NeRF | 28.45 | Not recorded | 691d4f18d6b0dd334292d7bc |
| NeAT | 27.99 | Not recorded | 698abbbec97a0b3e3b5de0d3 |
| NeAT | 27.59 | Not recorded | 691d4f18d6b0dd334292d7bc |
| NeRF | 27.25 | Not recorded | 698abbbec97a0b3e3b5de0d3 |
| SART | 27.11 | Not recorded | 698abbbec97a0b3e3b5de0d3 |
| NeRF | 26.87 | Not recorded | 691d4f18d6b0dd334292d7bc |
| SART | 26.54 | Not recorded | 691d4f18d6b0dd334292d7bc |
| FDK | 22.23 | Not recorded | 698abbbec97a0b3e3b5de0d3 |
| FDK | 22.15 | Not recorded | 698abbbec97a0b3e3b5de0d3 |
| FDK | 22.15 | Not recorded | 691d4f18d6b0dd334292d7bc |
| FDK | 21.64 | Not recorded | 691d4f18d6b0dd334292d7bc |

### DPRF

PSNR: 37.66. Result ID: 69972abc5698665ec4799cd1.

[Reporting paper](<https://www.sota2.com/research/paper/698abbbec97a0b3e3b5de0d3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/698abbbec97a0b3e3b5de0d3.md>)

Recorded evaluation configuration: {"Views":50}. This record does not assert independent reproduction.

### Diff-NAF

PSNR: 37.21. Result ID: 6a3a708efbc373592c3808ec.

[Reporting paper](<https://www.sota2.com/research/paper/691d4f18d6b0dd334292d7bc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/691d4f18d6b0dd334292d7bc.md>)

Recorded evaluation configuration: {"View Setting":"50-view"}. This record does not assert independent reproduction.

### SAX-NeRF

PSNR: 35.15. Result ID: 69972abc5698665ec4799cd0.

[Reporting paper](<https://www.sota2.com/research/paper/698abbbec97a0b3e3b5de0d3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72a31e209131cea57b77.md>)

[Implementation](<https://github.com/caiyuanhao1998/SAX-NeRF>)

Recorded evaluation configuration: {"Views":50}. This record does not assert independent reproduction.

### SAX-NeRF

PSNR: 35.15. Result ID: 6a3a708efbc373592c3808eb.

[Reporting paper](<https://www.sota2.com/research/paper/691d4f18d6b0dd334292d7bc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72a31e209131cea57b77.md>)

[Implementation](<https://github.com/caiyuanhao1998/SAX-NeRF>)

Recorded evaluation configuration: {"View Setting":"50-view"}. This record does not assert independent reproduction.

### NAF

PSNR: 34.91. Result ID: 69972abc5698665ec4799ccf.

[Reporting paper](<https://www.sota2.com/research/paper/698abbbec97a0b3e3b5de0d3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d821e209131cea3a39f.md>)

[Implementation](<https://github.com/Ruyi-Zha/naf_cbct>)

Recorded evaluation configuration: {"Views":50}. This record does not assert independent reproduction.

### NAF

PSNR: 34.91. Result ID: 6a3a708efbc373592c3808ea.

[Reporting paper](<https://www.sota2.com/research/paper/691d4f18d6b0dd334292d7bc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d821e209131cea3a39f.md>)

[Implementation](<https://github.com/Ruyi-Zha/naf_cbct>)

Recorded evaluation configuration: {"View Setting":"50-view"}. This record does not assert independent reproduction.

### NeRF

PSNR: 32.79. Result ID: 69972abc5698665ec4799ccd.

[Reporting paper](<https://www.sota2.com/research/paper/698abbbec97a0b3e3b5de0d3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68171e209131cea1a247.md>)

Recorded evaluation configuration: {"Views":50}. This record does not assert independent reproduction.

### NeRF

PSNR: 32.79. Result ID: 6a3a708efbc373592c3808e8.

[Reporting paper](<https://www.sota2.com/research/paper/691d4f18d6b0dd334292d7bc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68171e209131cea1a247.md>)

Recorded evaluation configuration: {"View Setting":"50-view"}. This record does not assert independent reproduction.

### NeAT

PSNR: 32.74. Result ID: 69972abc5698665ec4799cce.

[Reporting paper](<https://www.sota2.com/research/paper/698abbbec97a0b3e3b5de0d3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6bb71e209131cea2fcff.md>)

Recorded evaluation configuration: {"Views":50}. This record does not assert independent reproduction.

### NeAT

PSNR: 32.74. Result ID: 6a3a708efbc373592c3808e9.

[Reporting paper](<https://www.sota2.com/research/paper/691d4f18d6b0dd334292d7bc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6bb71e209131cea2fcff.md>)

Recorded evaluation configuration: {"View Setting":"50-view"}. This record does not assert independent reproduction.

### InTomo

PSNR: 32.53. Result ID: 69972abc5698665ec4799ccc.

[Reporting paper](<https://www.sota2.com/research/paper/698abbbec97a0b3e3b5de0d3.md>)

Recorded evaluation configuration: {"Views":50}. This record does not assert independent reproduction.

### InTomo

PSNR: 32.53. Result ID: 6a3a708efbc373592c3808e7.

[Reporting paper](<https://www.sota2.com/research/paper/691d4f18d6b0dd334292d7bc.md>)

Recorded evaluation configuration: {"View Setting":"50-view"}. This record does not assert independent reproduction.

### CSDN

PSNR: 32.44. Result ID: 69972abc5698665ec4799d01.

[Reporting paper](<https://www.sota2.com/research/paper/698abbbec97a0b3e3b5de0d3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/698abbbec97a0b3e3b5de0d3.md>)

Recorded evaluation configuration: {"view setting":"23-view"}. This record does not assert independent reproduction.

### Diff-NAF

PSNR: 32.17. Result ID: 6a3a708efbc373592c3808bc.

[Reporting paper](<https://www.sota2.com/research/paper/691d4f18d6b0dd334292d7bc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/691d4f18d6b0dd334292d7bc.md>)

Recorded evaluation configuration: {"setting":"20-view"}. This record does not assert independent reproduction.

### SART

PSNR: 31.42. Result ID: 69972abc5698665ec4799ccb.

[Reporting paper](<https://www.sota2.com/research/paper/698abbbec97a0b3e3b5de0d3.md>)

Recorded evaluation configuration: {"Views":50}. This record does not assert independent reproduction.

### SART

PSNR: 31.42. Result ID: 6a3a708efbc373592c3808e6.

[Reporting paper](<https://www.sota2.com/research/paper/691d4f18d6b0dd334292d7bc.md>)

Recorded evaluation configuration: {"View Setting":"50-view"}. This record does not assert independent reproduction.

### SAX-NeRF

PSNR: 30.5. Result ID: 69972abc5698665ec4799d00.

[Reporting paper](<https://www.sota2.com/research/paper/698abbbec97a0b3e3b5de0d3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72a31e209131cea57b77.md>)

[Implementation](<https://github.com/caiyuanhao1998/SAX-NeRF>)

Recorded evaluation configuration: {"view setting":"23-view"}. This record does not assert independent reproduction.

### InTomo

PSNR: 29.8. Result ID: 69972abc5698665ec4799cfc.

[Reporting paper](<https://www.sota2.com/research/paper/698abbbec97a0b3e3b5de0d3.md>)

Recorded evaluation configuration: {"view setting":"23-view"}. This record does not assert independent reproduction.

### NAF

PSNR: 29.49. Result ID: 69972abc5698665ec4799cff.

[Reporting paper](<https://www.sota2.com/research/paper/698abbbec97a0b3e3b5de0d3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d821e209131cea3a39f.md>)

[Implementation](<https://github.com/Ruyi-Zha/naf_cbct>)

Recorded evaluation configuration: {"view setting":"23-view"}. This record does not assert independent reproduction.

### NAF

PSNR: 29.18. Result ID: 6a3a708efbc373592c3808ba.

[Reporting paper](<https://www.sota2.com/research/paper/691d4f18d6b0dd334292d7bc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d821e209131cea3a39f.md>)

[Implementation](<https://github.com/Ruyi-Zha/naf_cbct>)

Recorded evaluation configuration: {"setting":"20-view"}. This record does not assert independent reproduction.

### InTomo

PSNR: 28.74. Result ID: 6a3a708efbc373592c3808b7.

[Reporting paper](<https://www.sota2.com/research/paper/691d4f18d6b0dd334292d7bc.md>)

Recorded evaluation configuration: {"setting":"20-view"}. This record does not assert independent reproduction.

### SAX-NeRF

PSNR: 28.45. Result ID: 6a3a708efbc373592c3808bb.

[Reporting paper](<https://www.sota2.com/research/paper/691d4f18d6b0dd334292d7bc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72a31e209131cea57b77.md>)

[Implementation](<https://github.com/caiyuanhao1998/SAX-NeRF>)

Recorded evaluation configuration: {"setting":"20-view"}. This record does not assert independent reproduction.

### NeAT

PSNR: 27.99. Result ID: 69972abc5698665ec4799cfe.

[Reporting paper](<https://www.sota2.com/research/paper/698abbbec97a0b3e3b5de0d3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6bb71e209131cea2fcff.md>)

Recorded evaluation configuration: {"view setting":"23-view"}. This record does not assert independent reproduction.

### NeAT

PSNR: 27.59. Result ID: 6a3a708efbc373592c3808b9.

[Reporting paper](<https://www.sota2.com/research/paper/691d4f18d6b0dd334292d7bc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6bb71e209131cea2fcff.md>)

Recorded evaluation configuration: {"setting":"20-view"}. This record does not assert independent reproduction.

### NeRF

PSNR: 27.25. Result ID: 69972abc5698665ec4799cfd.

[Reporting paper](<https://www.sota2.com/research/paper/698abbbec97a0b3e3b5de0d3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68171e209131cea1a247.md>)

Recorded evaluation configuration: {"view setting":"23-view"}. This record does not assert independent reproduction.

### SART

PSNR: 27.11. Result ID: 69972abc5698665ec4799cfb.

[Reporting paper](<https://www.sota2.com/research/paper/698abbbec97a0b3e3b5de0d3.md>)

Recorded evaluation configuration: {"view setting":"23-view"}. This record does not assert independent reproduction.

### NeRF

PSNR: 26.87. Result ID: 6a3a708efbc373592c3808b8.

[Reporting paper](<https://www.sota2.com/research/paper/691d4f18d6b0dd334292d7bc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68171e209131cea1a247.md>)

Recorded evaluation configuration: {"setting":"20-view"}. This record does not assert independent reproduction.

### SART

PSNR: 26.54. Result ID: 6a3a708efbc373592c3808b6.

[Reporting paper](<https://www.sota2.com/research/paper/691d4f18d6b0dd334292d7bc.md>)

Recorded evaluation configuration: {"setting":"20-view"}. This record does not assert independent reproduction.

### FDK

PSNR: 22.23. Result ID: 69972abc5698665ec4799cfa.

[Reporting paper](<https://www.sota2.com/research/paper/698abbbec97a0b3e3b5de0d3.md>)

Recorded evaluation configuration: {"view setting":"23-view"}. This record does not assert independent reproduction.

### FDK

PSNR: 22.15. Result ID: 69972abc5698665ec4799cca.

[Reporting paper](<https://www.sota2.com/research/paper/698abbbec97a0b3e3b5de0d3.md>)

Recorded evaluation configuration: {"Views":50}. This record does not assert independent reproduction.

### FDK

PSNR: 22.15. Result ID: 6a3a708efbc373592c3808e5.

[Reporting paper](<https://www.sota2.com/research/paper/691d4f18d6b0dd334292d7bc.md>)

Recorded evaluation configuration: {"View Setting":"50-view"}. This record does not assert independent reproduction.

### FDK

PSNR: 21.64. Result ID: 6a3a708efbc373592c3808b5.

[Reporting paper](<https://www.sota2.com/research/paper/691d4f18d6b0dd334292d7bc.md>)

Recorded evaluation configuration: {"setting":"20-view"}. This record does not assert independent reproduction.

Page 1 of 1. This is an index page, not the full collection.
