# Medical Image Enhancement on 446 Patients (external) Source: [Medical Image Enhancement on 446 Patients (external)]() Collection index: [llms.txt]() Data updated: 2026-04-10T01:02:55.499Z Evaluation of Medical Image Enhancement performance on the 446 Patients (external) dataset, measured using SSIM and PSNR. 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 | Medical Image Enhancement | | Dataset (including any stated split) | 446 Patients (external) | | Metric | SSIM | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 28 of 28 | | 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 - [SSIM](): Higher is better; unit: PERCENT. - [PSNR](): Higher is better; unit: SCALAR. ## Recorded results | Method | SSIM | Result date | Report paper | | --- | --- | --- | --- | | SUMI | 92.8 | Not recorded | 69d732a07d0172140ec76c31 | | SUMI | 91.6 | Not recorded | 69d732a07d0172140ec76c31 | | SUMI | 90.2 | Not recorded | 69d732a07d0172140ec76c31 | | SUMI | 88.2 | Not recorded | 69d732a07d0172140ec76c31 | | SRGAN | 85.5 | Not recorded | 69d732a07d0172140ec76c31 | | NEED | 83.1 | Not recorded | 69d732a07d0172140ec76c31 | | SRGAN | 82.8 | Not recorded | 69d732a07d0172140ec76c31 | | NEED | 80.3 | Not recorded | 69d732a07d0172140ec76c31 | | NLM | 76.9 | Not recorded | 69d732a07d0172140ec76c31 | | NLM | 73.2 | Not recorded | 69d732a07d0172140ec76c31 | | NLM | 72.3 | Not recorded | 69d732a07d0172140ec76c31 | | NEED | 69.5 | Not recorded | 69d732a07d0172140ec76c31 | | NEED | 67.4 | Not recorded | 69d732a07d0172140ec76c31 | | Swin2SR | 66.8 | Not recorded | 69d732a07d0172140ec76c31 | | SRGAN | 63.1 | Not recorded | 69d732a07d0172140ec76c31 | | Pix2Pix | 62.9 | Not recorded | 69d732a07d0172140ec76c31 | | Swin2SR | 62.1 | Not recorded | 69d732a07d0172140ec76c31 | | Pix2Pix | 60.8 | Not recorded | 69d732a07d0172140ec76c31 | | Pix2Pix | 60 | Not recorded | 69d732a07d0172140ec76c31 | | Swin2SR | 59.9 | Not recorded | 69d732a07d0172140ec76c31 | | SRGAN | 56.8 | Not recorded | 69d732a07d0172140ec76c31 | | SR3 | 47 | Not recorded | 69d732a07d0172140ec76c31 | | SR3 | 46.2 | Not recorded | 69d732a07d0172140ec76c31 | | SR3 | 44.4 | Not recorded | 69d732a07d0172140ec76c31 | | Pix2Pix | 43.6 | Not recorded | 69d732a07d0172140ec76c31 | | SR3 | 42 | Not recorded | 69d732a07d0172140ec76c31 | | NLM | 40.9 | Not recorded | 69d732a07d0172140ec76c31 | | Swin2SR | 29 | Not recorded | 69d732a07d0172140ec76c31 | ### SUMI SSIM: 92.8. Result ID: 69d84c2547f34ce924c09f93. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SUMI SSIM: 91.6. Result ID: 69d84c2547f34ce924c09f8c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SUMI SSIM: 90.2. Result ID: 69d84c2547f34ce924c09fa1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SUMI SSIM: 88.2. Result ID: 69d84c2547f34ce924c09f9a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SRGAN SSIM: 85.5. Result ID: 69d84c2547f34ce924c09f91. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### NEED SSIM: 83.1. Result ID: 69d84c2547f34ce924c09f92. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SRGAN SSIM: 82.8. Result ID: 69d84c2547f34ce924c09f98. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### NEED SSIM: 80.3. Result ID: 69d84c2547f34ce924c09f99. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### NLM SSIM: 76.9. Result ID: 69d84c2547f34ce924c09f9e. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### NLM SSIM: 73.2. Result ID: 69d84c2547f34ce924c09f89. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### NLM SSIM: 72.3. Result ID: 69d84c2547f34ce924c09f90. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### NEED SSIM: 69.5. Result ID: 69d84c2547f34ce924c09fa0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### NEED SSIM: 67.4. Result ID: 69d84c2547f34ce924c09f8b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Swin2SR SSIM: 66.8. Result ID: 69d84c2547f34ce924c09f9d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SRGAN SSIM: 63.1. Result ID: 69d84c2547f34ce924c09f9f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Pix2Pix SSIM: 62.9. Result ID: 69d84c2547f34ce924c09f9c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Swin2SR SSIM: 62.1. Result ID: 69d84c2547f34ce924c09f88. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Pix2Pix SSIM: 60.8. Result ID: 69d84c2547f34ce924c09f95. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Pix2Pix SSIM: 60. Result ID: 69d84c2547f34ce924c09f8e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Swin2SR SSIM: 59.9. Result ID: 69d84c2547f34ce924c09f8f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SRGAN SSIM: 56.8. Result ID: 69d84c2547f34ce924c09f8a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SR3 SSIM: 47. Result ID: 69d84c2547f34ce924c09f9b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SR3 SSIM: 46.2. Result ID: 69d84c2547f34ce924c09f86. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SR3 SSIM: 44.4. Result ID: 69d84c2547f34ce924c09f94. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Pix2Pix SSIM: 43.6. Result ID: 69d84c2547f34ce924c09f87. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SR3 SSIM: 42. Result ID: 69d84c2547f34ce924c09f8d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### NLM SSIM: 40.9. Result ID: 69d84c2547f34ce924c09f97. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Swin2SR SSIM: 29. Result ID: 69d84c2547f34ce924c09f96. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. 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