# Image Super-resolution on CelebA 19,962 (test) Source: [Image Super-resolution on CelebA 19,962 (test)]() Collection index: [llms.txt]() Data updated: 2026-03-05T09:33:49.854Z Evaluation of Image Super-resolution performance on the specific 19,962 image test subset of the CelebA dataset, measured using FID, LPIPS, 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 | Image Super-resolution | | Dataset (including any stated split) | CelebA 19,962 (test) | | Metric | FID | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 18 of 18 | | 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. - [LPIPS](): Lower is better; unit: SCALAR. - [SSIM](): Higher is better; unit: PERCENT. ## Recorded results | Method | FID | Result date | Report paper | | --- | --- | --- | --- | | dLSDM | 31.3 | Not recorded | 69a90e1e2d603e6de3e409de | | cLSDM | 31.6 | Not recorded | 69a90e1e2d603e6de3e409de | | dLSDM | 32.4 | Not recorded | 69a90e1e2d603e6de3e409de | | cLSDM | 33.1 | Not recorded | 69a90e1e2d603e6de3e409de | | LDM | 33.3 | Not recorded | 69a90e1e2d603e6de3e409de | | dLSDM | 34.4 | Not recorded | 69a90e1e2d603e6de3e409de | | LDM | 34.9 | Not recorded | 69a90e1e2d603e6de3e409de | | cLSDM | 35 | Not recorded | 69a90e1e2d603e6de3e409de | | LDM | 35.4 | Not recorded | 69a90e1e2d603e6de3e409de | | cWGAN | 37.2 | Not recorded | 69a90e1e2d603e6de3e409de | | cVAE | 41.4 | Not recorded | 69a90e1e2d603e6de3e409de | | cWGAN | 41.8 | Not recorded | 69a90e1e2d603e6de3e409de | | cWGAN | 44.3 | Not recorded | 69a90e1e2d603e6de3e409de | | cVAE | 44.7 | Not recorded | 69a90e1e2d603e6de3e409de | | cVAE | 54.7 | Not recorded | 69a90e1e2d603e6de3e409de | | cGAN | 56.2 | Not recorded | 69a90e1e2d603e6de3e409de | | cGAN | 71.9 | Not recorded | 69a90e1e2d603e6de3e409de | | cGAN | 83.9 | Not recorded | 69a90e1e2d603e6de3e409de | ### dLSDM FID: 31.3. Result ID: 69a94de56dbb7075b9531dc4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"n":"400","n + N":"80,000","mc":"4"}. This record does not assert independent reproduction. ### cLSDM FID: 31.6. Result ID: 69a94de56dbb7075b9531dc1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"n":"400","n + N":"80,000","mc":"4"}. This record does not assert independent reproduction. ### dLSDM FID: 32.4. Result ID: 69a94de56dbb7075b9531dc3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"n":"300","n + N":"80,000","mc":"4"}. This record does not assert independent reproduction. ### cLSDM FID: 33.1. Result ID: 69a94de56dbb7075b9531dc0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"n":"300","n + N":"80,000","mc":"4"}. This record does not assert independent reproduction. ### LDM FID: 33.3. Result ID: 69a94de56dbb7075b9531dc7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"n":"400","n + N":"80,000","mc":"4"}. This record does not assert independent reproduction. ### dLSDM FID: 34.4. Result ID: 69a94de56dbb7075b9531dc2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"n":"200","n + N":"80,000","mc":"4"}. This record does not assert independent reproduction. ### LDM FID: 34.9. Result ID: 69a94de56dbb7075b9531dc6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"n":"300","n + N":"80,000","mc":"4"}. This record does not assert independent reproduction. ### cLSDM FID: 35. Result ID: 69a94de56dbb7075b9531dbf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"n":"200","n + N":"80,000","mc":"4"}. This record does not assert independent reproduction. ### LDM FID: 35.4. Result ID: 69a94de56dbb7075b9531dc5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"n":"200","n + N":"80,000","mc":"4"}. This record does not assert independent reproduction. ### cWGAN FID: 37.2. Result ID: 69a94de56dbb7075b9531dd0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"n":"400","n + N":"80,000","mc":"4"}. This record does not assert independent reproduction. ### cVAE FID: 41.4. Result ID: 69a94de56dbb7075b9531dca. [Reporting paper]() Recorded evaluation configuration: {"n":"400","n + N":"80,000","mc":"4"}. This record does not assert independent reproduction. ### cWGAN FID: 41.8. Result ID: 69a94de56dbb7075b9531dcf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"n":"300","n + N":"80,000","mc":"4"}. This record does not assert independent reproduction. ### cWGAN FID: 44.3. Result ID: 69a94de56dbb7075b9531dce. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"n":"200","n + N":"80,000","mc":"4"}. This record does not assert independent reproduction. ### cVAE FID: 44.7. Result ID: 69a94de56dbb7075b9531dc9. [Reporting paper]() Recorded evaluation configuration: {"n":"300","n + N":"80,000","mc":"4"}. This record does not assert independent reproduction. ### cVAE FID: 54.7. Result ID: 69a94de56dbb7075b9531dc8. [Reporting paper]() Recorded evaluation configuration: {"n":"200","n + N":"80,000","mc":"4"}. This record does not assert independent reproduction. ### cGAN FID: 56.2. Result ID: 69a94de56dbb7075b9531dcd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"n":"400","n + N":"80,000","mc":"4"}. This record does not assert independent reproduction. ### cGAN FID: 71.9. Result ID: 69a94de56dbb7075b9531dcc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"n":"300","n + N":"80,000","mc":"4"}. This record does not assert independent reproduction. ### cGAN FID: 83.9. Result ID: 69a94de56dbb7075b9531dcb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"n":"200","n + N":"80,000","mc":"4"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.