# Lung CT Synthesis on LIDC-IDRI (Full-range) Source: [Lung CT Synthesis on LIDC-IDRI (Full-range)]() Collection index: [llms.txt]() Data updated: 2026-03-25T14:49:49.414Z Evaluation of models generating synthetic Lung CT images using the LIDC-IDRI dataset (Full-range context), assessed primarily using the Fréchet Inception Distance (FID). 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) | LIDC-IDRI (Full-range) | | Metric | FID | | Unit | SCALAR | | Direction | Lower 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 - [FID](): Lower is better; unit: SCALAR. ## Recorded results | Method | FID | Result date | Report paper | | --- | --- | --- | --- | | Score-based DM | 66.8 | Not recorded | 69c36c450636e5bf4afc66ed | | VQVAE | 67.1 | Not recorded | 69c36c450636e5bf4afc66ed | | VQVAE | 67.9 | Not recorded | 69c36c450636e5bf4afc66ed | | VQVAE | 68.1 | Not recorded | 69c36c450636e5bf4afc66ed | | VQVAE | 70.5 | Not recorded | 69c36c450636e5bf4afc66ed | | VQVAE | 71.6 | Not recorded | 69c36c450636e5bf4afc66ed | | VQVAE | 75.7 | Not recorded | 69c36c450636e5bf4afc66ed | | VQVAE | 76.3 | Not recorded | 69c36c450636e5bf4afc66ed | | Score-based DM | 84.9 | Not recorded | 69c36c450636e5bf4afc66ed | | Score-based DM | 85.9 | Not recorded | 69c36c450636e5bf4afc66ed | | WGAN-GP | 141.8 | Not recorded | 69c36c450636e5bf4afc66ed | | WGAN-GP | 184.9 | Not recorded | 69c36c450636e5bf4afc66ed | | WGAN-GP | 211.3 | Not recorded | 69c36c450636e5bf4afc66ed | ### Score-based DM FID: 66.8. Result ID: 69c3f5fc47f34ce924adefa1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Approach":"Baseline","Reconstruction Model":"-"}. This record does not assert independent reproduction. ### VQVAE FID: 67.1. Result ID: 69c3f5fc47f34ce924adefaa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Approach":"Multi-head","Reconstruction Model":"CNN3×3×3"}. This record does not assert independent reproduction. ### VQVAE FID: 67.9. Result ID: 69c3f5fc47f34ce924adefa8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Approach":"Multi-decoder","Reconstruction Model":"CNN3×3×3"}. This record does not assert independent reproduction. ### VQVAE FID: 68.1. Result ID: 69c3f5fc47f34ce924adefa9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Approach":"Multi-head","Reconstruction Model":"MLP0"}. This record does not assert independent reproduction. ### VQVAE FID: 70.5. Result ID: 69c3f5fc47f34ce924adefa7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Approach":"Multi-decoder","Reconstruction Model":"MLP0"}. This record does not assert independent reproduction. ### VQVAE FID: 71.6. Result ID: 69c3f5fc47f34ce924adefa4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Approach":"Baseline","Reconstruction Model":"-"}. This record does not assert independent reproduction. ### VQVAE FID: 75.7. Result ID: 69c3f5fc47f34ce924adefa6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Approach":"Multi-channel","Reconstruction Model":"CNN3×3×3"}. This record does not assert independent reproduction. ### VQVAE FID: 76.3. Result ID: 69c3f5fc47f34ce924adefa5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Approach":"Multi-channel","Reconstruction Model":"MLP0"}. This record does not assert independent reproduction. ### Score-based DM FID: 84.9. Result ID: 69c3f5fc47f34ce924adefa2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Approach":"Multi-channel","Reconstruction Model":"MLP0"}. This record does not assert independent reproduction. ### Score-based DM FID: 85.9. Result ID: 69c3f5fc47f34ce924adefa3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Approach":"Multi-channel","Reconstruction Model":"CNN3×3×3"}. This record does not assert independent reproduction. ### WGAN-GP FID: 141.8. Result ID: 69c3f5fc47f34ce924adef9e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Approach":"Baseline","Reconstruction Model":"-"}. This record does not assert independent reproduction. ### WGAN-GP FID: 184.9. Result ID: 69c3f5fc47f34ce924adefa0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Approach":"Multi-channel","Reconstruction Model":"CNN3×3×3"}. This record does not assert independent reproduction. ### WGAN-GP FID: 211.3. Result ID: 69c3f5fc47f34ce924adef9f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Approach":"Multi-channel","Reconstruction Model":"MLP0"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.