# Lung CT Synthesis on Lung CT Source: [Lung CT Synthesis on Lung CT]() Collection index: [llms.txt]() Data updated: 2026-03-25T14:49:49.342Z Evaluation of models generating synthetic Lung CT images, assessed using recall metrics calculated across specific Hounsfield Unit (HU) 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 | | Metric | Recall (Full-range) | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 13 of 13 | | 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 - [Recall (Full-range)](): Higher is better; unit: PERCENT. - [Recall (\[-950, -700\])](): Higher is better; unit: PERCENT. - [Recall (\[-500, -200\])](): Higher is better; unit: PERCENT. - [Recall (\[30, 70\])](): Higher is better; unit: PERCENT. - [Recall (\[100, 1000\])](): Higher is better; unit: PERCENT. ## Recorded results | Method | Recall (Full-range) | Result date | Report paper | | --- | --- | --- | --- | | VQVAE | 35.4 | Not recorded | 69c36c450636e5bf4afc66ed | | VQVAE | 33.4 | Not recorded | 69c36c450636e5bf4afc66ed | | VQVAE | 26.6 | Not recorded | 69c36c450636e5bf4afc66ed | | Score-based DM | 26.3 | Not recorded | 69c36c450636e5bf4afc66ed | | VQVAE | 21.7 | Not recorded | 69c36c450636e5bf4afc66ed | | VQVAE | 20.5 | Not recorded | 69c36c450636e5bf4afc66ed | | VQVAE | 17.9 | Not recorded | 69c36c450636e5bf4afc66ed | | VQVAE | 16 | Not recorded | 69c36c450636e5bf4afc66ed | | Score-based DM | 12.7 | Not recorded | 69c36c450636e5bf4afc66ed | | Score-based DM | 10 | Not recorded | 69c36c450636e5bf4afc66ed | | WGAN-GP | 1.6 | Not recorded | 69c36c450636e5bf4afc66ed | | WGAN-GP | 0.3 | Not recorded | 69c36c450636e5bf4afc66ed | | WGAN-GP | 0 | Not recorded | 69c36c450636e5bf4afc66ed | ### VQVAE Recall (Full-range): 35.4. Result ID: 69c3f5fc47f34ce924adef8d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Approach":"Multi-decoder","Reconstruction Model":"MLP0"}. This record does not assert independent reproduction. ### VQVAE Recall (Full-range): 33.4. Result ID: 69c3f5fc47f34ce924adef8f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Approach":"Multi-head","Reconstruction Model":"MLP0"}. This record does not assert independent reproduction. ### VQVAE Recall (Full-range): 26.6. Result ID: 69c3f5fc47f34ce924adef90. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Approach":"Multi-head","Reconstruction Model":"CNN3×3×3"}. This record does not assert independent reproduction. ### Score-based DM Recall (Full-range): 26.3. Result ID: 69c3f5fc47f34ce924adef87. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Approach":"Baseline","Reconstruction Model":"-"}. This record does not assert independent reproduction. ### VQVAE Recall (Full-range): 21.7. Result ID: 69c3f5fc47f34ce924adef8e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Approach":"Multi-decoder","Reconstruction Model":"CNN3×3×3"}. This record does not assert independent reproduction. ### VQVAE Recall (Full-range): 20.5. Result ID: 69c3f5fc47f34ce924adef8c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Approach":"Multi-channel","Reconstruction Model":"CNN3×3×3"}. This record does not assert independent reproduction. ### VQVAE Recall (Full-range): 17.9. Result ID: 69c3f5fc47f34ce924adef8a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Approach":"Baseline","Reconstruction Model":"-"}. This record does not assert independent reproduction. ### VQVAE Recall (Full-range): 16. Result ID: 69c3f5fc47f34ce924adef8b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Approach":"Multi-channel","Reconstruction Model":"MLP0"}. This record does not assert independent reproduction. ### Score-based DM Recall (Full-range): 12.7. Result ID: 69c3f5fc47f34ce924adef89. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Approach":"Multi-channel","Reconstruction Model":"CNN3×3×3"}. This record does not assert independent reproduction. ### Score-based DM Recall (Full-range): 10. Result ID: 69c3f5fc47f34ce924adef88. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Approach":"Multi-channel","Reconstruction Model":"MLP0"}. This record does not assert independent reproduction. ### WGAN-GP Recall (Full-range): 1.6. Result ID: 69c3f5fc47f34ce924adef84. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Approach":"Baseline","Reconstruction Model":"-"}. This record does not assert independent reproduction. ### WGAN-GP Recall (Full-range): 0.3. Result ID: 69c3f5fc47f34ce924adef85. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Approach":"Multi-channel","Reconstruction Model":"MLP0"}. This record does not assert independent reproduction. ### WGAN-GP Recall (Full-range): 0. Result ID: 69c3f5fc47f34ce924adef86. [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.