# Image Generation on ImageNet (Inception FID, CLIP FID) Source: [Image Generation on ImageNet (Inception FID, CLIP FID)]() Collection index: [llms.txt]() Data updated: 2026-06-09T06:13:20.524Z Evaluation of image generation models on the standard ImageNet dataset, specifically reporting Inception Fréchet Inception Distance (FID) and CLIP-based 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 | Image Generation | | Dataset (including any stated split) | ImageNet | | Metric | Inception FID | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 10 of 10 | | 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 - [Inception FID](): Lower is better; unit: SCALAR. - [CLIP FID](): Lower is better; unit: SCALAR. ## Recorded results | Method | Inception FID | Result date | Report paper | | --- | --- | --- | --- | | Dynamic Guidance | 15.52 | Not recorded | 68fa7bef1e209131cea8b68d | | Classifier Guidance | 17.05 | Not recorded | 68fa7bef1e209131cea8b68d | | Classifier Guidance | 21.45 | Not recorded | 68fa7bef1e209131cea8b68d | | Dynamic Guidance | 25.36 | Not recorded | 68fa7bef1e209131cea8b68d | | Dynamic Guidance | 25.57 | Not recorded | 68fa7bef1e209131cea8b68d | | Dynamic Guidance | 25.58 | Not recorded | 68fa7bef1e209131cea8b68d | | Dynamic Guidance | 27.46 | Not recorded | 68fa7bef1e209131cea8b68d | | Classifier Guidance | 32.96 | Not recorded | 68fa7bef1e209131cea8b68d | | Uncond. ADM | 37.48 | Not recorded | 68fa7bef1e209131cea8b68d | | Classifier Guidance | 43.72 | Not recorded | 68fa7bef1e209131cea8b68d | ### Dynamic Guidance Inception FID: 15.52. Result ID: 6a27aeedfbc373592c23a24d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Guidance scale (λ)":"10","Sampling strategy":"balanced"}. This record does not assert independent reproduction. ### Classifier Guidance Inception FID: 17.05. Result ID: 6a27aeedfbc373592c23a24b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Guidance scale (λ)":"10"}. This record does not assert independent reproduction. ### Classifier Guidance Inception FID: 21.45. Result ID: 6a27aeedfbc373592c23a24e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Guidance scale (λ)":"20"}. This record does not assert independent reproduction. ### Dynamic Guidance Inception FID: 25.36. Result ID: 6a27aeedfbc373592c23a24a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Guidance scale (λ)":"2"}. This record does not assert independent reproduction. ### Dynamic Guidance Inception FID: 25.57. Result ID: 6a27aeedfbc373592c23a24c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Guidance scale (λ)":"10"}. This record does not assert independent reproduction. ### Dynamic Guidance Inception FID: 25.58. Result ID: 6a27aeedfbc373592c23a24f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Guidance scale (λ)":"20"}. This record does not assert independent reproduction. ### Dynamic Guidance Inception FID: 27.46. Result ID: 6a27aeedfbc373592c23a248. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Guidance scale (λ)":"1"}. This record does not assert independent reproduction. ### Classifier Guidance Inception FID: 32.96. Result ID: 6a27aeedfbc373592c23a249. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Guidance scale (λ)":"2"}. This record does not assert independent reproduction. ### Uncond. ADM Inception FID: 37.48. Result ID: 6a27aeedfbc373592c23a246. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Classifier Guidance Inception FID: 43.72. Result ID: 6a27aeedfbc373592c23a247. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Guidance scale (λ)":"1"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.