# Text-to-Image Generation on DCI Source: [Text-to-Image Generation on DCI]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:44:44.952Z Evaluation of Text-to-Image Generation models on the DCI dataset, assessed using generative quality metrics including FID, IR, C.IQA, C.SCR, LPIPS, 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 | Text-to-Image Generation | | Dataset (including any stated split) | DCI | | Metric | FID | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 26 of 26 | | 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. - [IR](): Higher is better; unit: SCALAR. - [C.IQA](): Higher is better; unit: SCALAR. - [C.SCR](): Higher is better; unit: SCALAR. - [LPIPS](): Lower is better; unit: SCALAR. - [PSNR](): Higher is better; unit: SCALAR. - [SSIM](): Higher is better; unit: SCALAR. ## Recorded results | Method | FID | Result date | Report paper | | --- | --- | --- | --- | | Baseline | 22.1 | Not recorded | 68fa7add1e209131cea85929 | | Baseline | 22.17 | Not recorded | 68fa7add1e209131cea85929 | | SegQuant-G | 22.19 | Not recorded | 68fa7add1e209131cea85929 | | SegQuant-A | 22.28 | Not recorded | 68fa7add1e209131cea85929 | | SVDQuant | 22.57 | Not recorded | 68fa7add1e209131cea85929 | | SegQuant-G | 23.31 | Not recorded | 68fa7add1e209131cea85929 | | SegQuant-G | 23.5 | Not recorded | 68fa7add1e209131cea85929 | | Q-Diffusion | 23.67 | Not recorded | 68fa7add1e209131cea85929 | | SegQuant-G | 24.12 | Not recorded | 68fa7add1e209131cea85929 | | SegQuant-A | 24.13 | Not recorded | 68fa7add1e209131cea85929 | | Baseline | 24.27 | Not recorded | 68fa7add1e209131cea85929 | | PTQ4DiT | 24.34 | Not recorded | 68fa7add1e209131cea85929 | | SegQuant-A | 24.44 | Not recorded | 68fa7add1e209131cea85929 | | SegQuant-G | 24.58 | Not recorded | 68fa7add1e209131cea85929 | | SVDQuant | 25.22 | Not recorded | 68fa7add1e209131cea85929 | | SegQuant-G | 26.1 | Not recorded | 68fa7add1e209131cea85929 | | SegQuant-A | 26.13 | Not recorded | 68fa7add1e209131cea85929 | | PTQ4DiT | 26.39 | Not recorded | 68fa7add1e209131cea85929 | | Q-Diffusion | 26.98 | Not recorded | 68fa7add1e209131cea85929 | | PTQ4DiT | 27.01 | Not recorded | 68fa7add1e209131cea85929 | | TAC | 28.33 | Not recorded | 68fa7add1e209131cea85929 | | PTQ4DiT | 61.68 | Not recorded | 68fa7add1e209131cea85929 | | PTQD | 65.42 | Not recorded | 68fa7add1e209131cea85929 | | PTQ4DiT | 72.86 | Not recorded | 68fa7add1e209131cea85929 | | Q-Diffusion | 73.39 | Not recorded | 68fa7add1e209131cea85929 | | Q-Diffusion | 143.36 | Not recorded | 68fa7add1e209131cea85929 | ### Baseline FID: 22.1. Result ID: 699e1b1c5698665ec4d42fb4. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"FLUX-DiT","W/A":"BF16"}. This record does not assert independent reproduction. ### Baseline FID: 22.17. Result ID: 699e1b1c5698665ec4d42fa2. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"SD3.5-DiT","W/A":"FP16"}. This record does not assert independent reproduction. ### SegQuant-G FID: 22.19. Result ID: 699e1b1c5698665ec4d42fb8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"FLUX-DiT","W/A":"8/8(int)"}. This record does not assert independent reproduction. ### SegQuant-A FID: 22.28. Result ID: 699e1b1c5698665ec4d42fb7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"FLUX-DiT","W/A":"8/8(int)"}. This record does not assert independent reproduction. ### SVDQuant FID: 22.57. Result ID: 699e1b1c5698665ec4d42fba. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"FLUX-DiT","W/A":"4/8(int)"}. This record does not assert independent reproduction. ### SegQuant-G FID: 23.31. Result ID: 699e1b1c5698665ec4d42fbb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"FLUX-DiT","W/A":"4/8(int)"}. This record does not assert independent reproduction. ### SegQuant-G FID: 23.5. Result ID: 699e1b1c5698665ec4d42fab. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"SD3.5-DiT","W/A":"4/8(int)"}. This record does not assert independent reproduction. ### Q-Diffusion FID: 23.67. Result ID: 699e1b1c5698665ec4d42fb5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"FLUX-DiT","W/A":"8/8(int)"}. This record does not assert independent reproduction. ### SegQuant-G FID: 24.12. Result ID: 699e1b1c5698665ec4d42fb0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"SDXL-UNet","W/A":"8/8(int)"}. This record does not assert independent reproduction. ### SegQuant-A FID: 24.13. Result ID: 699e1b1c5698665ec4d42fa7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"SD3.5-DiT","W/A":"8/8(int)"}. This record does not assert independent reproduction. ### Baseline FID: 24.27. Result ID: 699e1b1c5698665ec4d42fac. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"SDXL-UNet","W/A":"FP16"}. This record does not assert independent reproduction. ### PTQ4DiT FID: 24.34. Result ID: 699e1b1c5698665ec4d42fae. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"SDXL-UNet","W/A":"8/8(int)"}. This record does not assert independent reproduction. ### SegQuant-A FID: 24.44. Result ID: 699e1b1c5698665ec4d42faf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"SDXL-UNet","W/A":"8/8(int)"}. This record does not assert independent reproduction. ### SegQuant-G FID: 24.58. Result ID: 699e1b1c5698665ec4d42fa8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"SD3.5-DiT","W/A":"8/8(int)"}. This record does not assert independent reproduction. ### SVDQuant FID: 25.22. Result ID: 699e1b1c5698665ec4d42faa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"SD3.5-DiT","W/A":"4/8(int)"}. This record does not assert independent reproduction. ### SegQuant-G FID: 26.1. Result ID: 699e1b1c5698665ec4d42fb3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"SDXL-UNet","W/A":"8/8(fp)"}. This record does not assert independent reproduction. ### SegQuant-A FID: 26.13. Result ID: 699e1b1c5698665ec4d42fb2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"SDXL-UNet","W/A":"8/8(fp)"}. This record does not assert independent reproduction. ### PTQ4DiT FID: 26.39. Result ID: 699e1b1c5698665ec4d42fb6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"FLUX-DiT","W/A":"8/8(int)"}. This record does not assert independent reproduction. ### Q-Diffusion FID: 26.98. Result ID: 699e1b1c5698665ec4d42fb1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"SDXL-UNet","W/A":"8/8(fp)"}. This record does not assert independent reproduction. ### PTQ4DiT FID: 27.01. Result ID: 699e1b1c5698665ec4d42fa5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"SD3.5-DiT","W/A":"8/8(int)"}. This record does not assert independent reproduction. ### TAC FID: 28.33. Result ID: 699e1b1c5698665ec4d42fa6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"SD3.5-DiT","W/A":"8/8(int)"}. This record does not assert independent reproduction. ### PTQ4DiT FID: 61.68. Result ID: 699e1b1c5698665ec4d42fa9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"SD3.5-DiT","W/A":"4/8(int)"}. This record does not assert independent reproduction. ### PTQD FID: 65.42. Result ID: 699e1b1c5698665ec4d42fa4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"SD3.5-DiT","W/A":"8/8(int)"}. This record does not assert independent reproduction. ### PTQ4DiT FID: 72.86. Result ID: 699e1b1c5698665ec4d42fb9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"FLUX-DiT","W/A":"4/8(int)"}. This record does not assert independent reproduction. ### Q-Diffusion FID: 73.39. Result ID: 699e1b1c5698665ec4d42fad. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"SDXL-UNet","W/A":"8/8(int)"}. This record does not assert independent reproduction. ### Q-Diffusion FID: 143.36. Result ID: 699e1b1c5698665ec4d42fa3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"SD3.5-DiT","W/A":"8/8(int)"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.