# Lung CT Synthesis on Lung CT (synthetic sample set) Source: [Lung CT Synthesis on Lung CT (synthetic sample set)]() Collection index: [llms.txt]() Data updated: 2026-03-25T14:49:49.586Z Evaluation of models synthesizing Lung CT images using the specific synthetic sample set, assessed using Multi-Scale Structural Similarity Index Measure (MS-SSIM) across various Hounsfield Unit density ranges. 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 | Lung CT Synthesis | | Dataset (including any stated split) | Lung CT (synthetic sample set) | | Metric | MS-SSIM (Full Range) | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 14 of 14 | | 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 - [MS-SSIM (Full Range)](): Higher is better; unit: SCALAR. - [MS-SSIM (HU \[-950, -700\])](): Higher is better; unit: SCALAR. - [MS-SSIM (HU \[-500, -200\])](): Higher is better; unit: SCALAR. - [MS-SSIM (HU \[30, 70\])](): Higher is better; unit: SCALAR. - [MS-SSIM (HU \[100, 1000\])](): Higher is better; unit: SCALAR. ## Recorded results | Method | MS-SSIM (Full Range) | Result date | Report paper | | --- | --- | --- | --- | | VQVAE | 0.395 | Not recorded | 69c36c450636e5bf4afc66ed | | WGAN-GP | 0.392 | Not recorded | 69c36c450636e5bf4afc66ed | | WGAN-GP | 0.382 | Not recorded | 69c36c450636e5bf4afc66ed | | WGAN-GP | 0.373 | Not recorded | 69c36c450636e5bf4afc66ed | | VQVAE | 0.365 | Not recorded | 69c36c450636e5bf4afc66ed | | VQVAE | 0.365 | Not recorded | 69c36c450636e5bf4afc66ed | | VQVAE | 0.365 | Not recorded | 69c36c450636e5bf4afc66ed | | VQVAE | 0.362 | Not recorded | 69c36c450636e5bf4afc66ed | | VQVAE | 0.359 | Not recorded | 69c36c450636e5bf4afc66ed | | Score-based DM | 0.352 | Not recorded | 69c36c450636e5bf4afc66ed | | Score-based DM | 0.343 | Not recorded | 69c36c450636e5bf4afc66ed | | VQVAE | 0.339 | Not recorded | 69c36c450636e5bf4afc66ed | | Test Dataset | 0.337 | Not recorded | 69c36c450636e5bf4afc66ed | | Score-based DM | 0.331 | Not recorded | 69c36c450636e5bf4afc66ed | ### VQVAE MS-SSIM (Full Range): 0.395. Result ID: 69c3f5fc47f34ce924adefe5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Approach":"Baseline","Reconstruction Model":"-"}. This record does not assert independent reproduction. ### WGAN-GP MS-SSIM (Full Range): 0.392. Result ID: 69c3f5fc47f34ce924adefdf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Approach":"Baseline","Reconstruction Model":"-"}. This record does not assert independent reproduction. ### WGAN-GP MS-SSIM (Full Range): 0.382. Result ID: 69c3f5fc47f34ce924adefe0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Approach":"Multi-channel","Reconstruction Model":"MLP0"}. This record does not assert independent reproduction. ### WGAN-GP MS-SSIM (Full Range): 0.373. Result ID: 69c3f5fc47f34ce924adefe1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Approach":"Multi-channel","Reconstruction Model":"CNN3×3×3"}. This record does not assert independent reproduction. ### VQVAE MS-SSIM (Full Range): 0.365. Result ID: 69c3f5fc47f34ce924adefe7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Approach":"Multi-channel","Reconstruction Model":"CNN3×3×3"}. This record does not assert independent reproduction. ### VQVAE MS-SSIM (Full Range): 0.365. Result ID: 69c3f5fc47f34ce924adefe9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Approach":"Multi-decoder","Reconstruction Model":"CNN3×3×3"}. This record does not assert independent reproduction. ### VQVAE MS-SSIM (Full Range): 0.365. Result ID: 69c3f5fc47f34ce924adefea. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Approach":"Multi-head","Reconstruction Model":"MLP0"}. This record does not assert independent reproduction. ### VQVAE MS-SSIM (Full Range): 0.362. Result ID: 69c3f5fc47f34ce924adefeb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Approach":"Multi-head","Reconstruction Model":"CNN3×3×3"}. This record does not assert independent reproduction. ### VQVAE MS-SSIM (Full Range): 0.359. Result ID: 69c3f5fc47f34ce924adefe6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Approach":"Multi-channel","Reconstruction Model":"MLP0"}. This record does not assert independent reproduction. ### Score-based DM MS-SSIM (Full Range): 0.352. Result ID: 69c3f5fc47f34ce924adefe3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Approach":"Multi-channel","Reconstruction Model":"MLP0"}. This record does not assert independent reproduction. ### Score-based DM MS-SSIM (Full Range): 0.343. Result ID: 69c3f5fc47f34ce924adefe2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Approach":"Baseline","Reconstruction Model":"-"}. This record does not assert independent reproduction. ### VQVAE MS-SSIM (Full Range): 0.339. Result ID: 69c3f5fc47f34ce924adefe8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Approach":"Multi-decoder","Reconstruction Model":"MLP0"}. This record does not assert independent reproduction. ### Test Dataset MS-SSIM (Full Range): 0.337. Result ID: 69c3f5fc47f34ce924adefec. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Score-based DM MS-SSIM (Full Range): 0.331. Result ID: 69c3f5fc47f34ce924adefe4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Approach":"Multi-channel","Reconstruction Model":"CNN3×3×3"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.