# Image Super-Resolution on ImageNet (val) Source: [Image Super-Resolution on ImageNet (val)]() Collection index: [llms.txt]() Data updated: 2026-05-27T07:46:48.536Z Evaluation of Image Super-Resolution models on the validation split of the ImageNet dataset, assessed using metrics such as FID, IS, PSNR, 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) | ImageNet (val) | | Metric | FID | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 15 of 15 | | 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. - [IS](): Higher is better; unit: SCALAR. - [PSNR](): Higher is better; unit: SCALAR. - [SSIM](): Higher is better; unit: SCALAR. - [LPIPS](): Lower is better; unit: SCALAR. ## Recorded results | Method | FID | Result date | Report paper | | --- | --- | --- | --- | | Reference | 1.9 | Not recorded | 68fa77991e209131cea74420 | | CrossFlow | 3 | Not recorded | 68fa77991e209131cea74420 | | Flow Matching | 3.4 | Not recorded | 68fa77991e209131cea74420 | | SR3 | 5.2 | Not recorded | 68fa77991e209131cea74420 | | Regression | 15.2 | Not recorded | 68fa77991e209131cea74420 | | ABMS | 33.06 | Not recorded | 69afa57f2d603e6de3e439f9 | | DSG | 34.28 | Not recorded | 69afa57f2d603e6de3e439f9 | | LGD | 39.85 | Not recorded | 69afa57f2d603e6de3e439f9 | | DPS | 41.36 | Not recorded | 69afa57f2d603e6de3e439f9 | | Resample | 74.7 | Not recorded | 6923e6a7d6b0dd334292f144 | | Latent DPS | 86.88 | Not recorded | 6923e6a7d6b0dd334292f144 | | DPS | 92.13 | Not recorded | 6923e6a7d6b0dd334292f144 | | Resample | 97.02 | Not recorded | 6923e6a7d6b0dd334292f144 | | Latent DAPS | 120.57 | Not recorded | 6923e6a7d6b0dd334292f144 | | Latent DPS | 123.82 | Not recorded | 6923e6a7d6b0dd334292f144 | ### Reference FID: 1.9. Result ID: 69954d3a3badfaffe63ca335. [Reporting paper]() Recorded evaluation configuration: {"Resolution":"256x256"}. This record does not assert independent reproduction. ### CrossFlow FID: 3. Result ID: 69954d3a3badfaffe63ca339. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Resolution":"64x64 -\> 256x256"}. This record does not assert independent reproduction. ### Flow Matching FID: 3.4. Result ID: 69954d3a3badfaffe63ca338. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Resolution":"64x64 -\> 256x256"}. This record does not assert independent reproduction. ### SR3 FID: 5.2. Result ID: 69954d3a3badfaffe63ca337. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Resolution":"64x64 -\> 256x256"}. This record does not assert independent reproduction. ### Regression FID: 15.2. Result ID: 69954d3a3badfaffe63ca336. [Reporting paper]() Recorded evaluation configuration: {"Resolution":"64x64 -\> 256x256"}. This record does not assert independent reproduction. ### ABMS FID: 33.06. Result ID: 69afcde16dbb7075b957eb74. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DSG FID: 34.28. Result ID: 69afcde16dbb7075b957eb73. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LGD FID: 39.85. Result ID: 69afcde16dbb7075b957eb72. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DPS FID: 41.36. Result ID: 69afcde16dbb7075b957eb71. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Resample FID: 74.7. Result ID: 6a16a166fbc373592c0f80d5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"REPA":"true"}. This record does not assert independent reproduction. ### Latent DPS FID: 86.88. Result ID: 6a16a166fbc373592c0f80d3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"REPA":"true"}. This record does not assert independent reproduction. ### DPS FID: 92.13. Result ID: 6a16a166fbc373592c0f80d6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Resample FID: 97.02. Result ID: 6a16a166fbc373592c0f80d4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"REPA":"false"}. This record does not assert independent reproduction. ### Latent DAPS FID: 120.57. Result ID: 6a16a166fbc373592c0f80d7. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Latent DPS FID: 123.82. Result ID: 6a16a166fbc373592c0f80d2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"REPA":"false"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.