# Text-to-Image Generation on MS COCO 5,000 samples Source: [Text-to-Image Generation on MS COCO 5,000 samples]() Collection index: [llms.txt]() Data updated: 2026-03-06T07:08:17.723Z Evaluation of Text-to-Image Generation models using the MS COCO 5,000 sample subset, assessed using FID, CLIP, and SSIM metrics. 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) | MS COCO 5,000 samples | | Metric | FID | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 14 of 14 | | 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. - [CLIP Score](): Higher is better; unit: SCALAR. - [SSIM](): Higher is better; unit: SCALAR. ## Recorded results | Method | FID | Result date | Report paper | | --- | --- | --- | --- | | Original (SDXL) | 27.43 | Not recorded | 68fa75fe1e209131cea6acad | | Dev (FLUX) | 28.47 | Not recorded | 68fa75fe1e209131cea6acad | | FLUX-Lite | 29.36 | Not recorded | 68fa75fe1e209131cea6acad | | EcoDiff | 30.81 | Not recorded | 68fa75fe1e209131cea6acad | | Schnell (FLUX) | 30.99 | Not recorded | 68fa75fe1e209131cea6acad | | EcoDiff | 31.76 | Not recorded | 68fa75fe1e209131cea6acad | | EcoDiff | 32.19 | Not recorded | 68fa75fe1e209131cea6acad | | DiffPruning | 40.84 | Not recorded | 68fa75fe1e209131cea6acad | | DiffPruning | 42.36 | Not recorded | 68fa75fe1e209131cea6acad | | BK-SDM | 42.87 | Not recorded | 68fa75fe1e209131cea6acad | | Per-Step Loss | 50.56 | Not recorded | 68fa75fe1e209131cea6acad | | Per-Step Loss | 52.61 | Not recorded | 68fa75fe1e209131cea6acad | | DiffPruning | 83.81 | Not recorded | 68fa75fe1e209131cea6acad | | Per-Step Loss | 97.36 | Not recorded | 68fa75fe1e209131cea6acad | ### Original (SDXL) FID: 27.43. Result ID: 69aa7c1e6dbb7075b953b6e1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"SDXL Diffusion U-Net","Sparsity":"0%","#Param":"2.6B","Speedup":"1x","Compute Budget":"-"}. This record does not assert independent reproduction. ### Dev (FLUX) FID: 28.47. Result ID: 69aa7c1e6dbb7075b953b6e6. [Reporting paper]() Recorded evaluation configuration: {"Architecture":"FLUX Flow Matching DiT","Sparsity":"0%","#Param":"11.9B","Speedup":"1x","Compute Budget":"-"}. This record does not assert independent reproduction. ### FLUX-Lite FID: 29.36. Result ID: 69aa7c1e6dbb7075b953b6e8. [Reporting paper]() Recorded evaluation configuration: {"Architecture":"FLUX Flow Matching DiT","Sparsity":"33%","#Param":"8B","Speedup":"1.49x","Compute Budget":"1120hr"}. This record does not assert independent reproduction. ### EcoDiff FID: 30.81. Result ID: 69aa7c1e6dbb7075b953b6ea. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"FLUX Flow Matching DiT (Dev)","Sparsity":"20%","#Param":"9.6B","Speedup":"1.25x","Compute Budget":"10hr"}. This record does not assert independent reproduction. ### Schnell (FLUX) FID: 30.99. Result ID: 69aa7c1e6dbb7075b953b6eb. [Reporting paper]() Recorded evaluation configuration: {"Architecture":"FLUX Flow Matching DiT","Sparsity":"0%","#Param":"11.9B","Speedup":"7x","Compute Budget":"-"}. This record does not assert independent reproduction. ### EcoDiff FID: 31.76. Result ID: 69aa7c1e6dbb7075b953b6ee. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"FLUX Flow Matching DiT (Schnell)","Sparsity":"20%","#Param":"9.6B","Speedup":"8.75x","Compute Budget":"10hr"}. This record does not assert independent reproduction. ### EcoDiff FID: 32.19. Result ID: 69aa7c1e6dbb7075b953b6e5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"SDXL Diffusion U-Net","Sparsity":"20%","#Param":"2.1B","Speedup":"1.25x","Compute Budget":"10hr"}. This record does not assert independent reproduction. ### DiffPruning FID: 40.84. Result ID: 69aa7c1e6dbb7075b953b6e7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"FLUX Flow Matching DiT (Dev)","Sparsity":"20%","#Param":"9.6B","Speedup":"1.25x","Compute Budget":"10hr"}. This record does not assert independent reproduction. ### DiffPruning FID: 42.36. Result ID: 69aa7c1e6dbb7075b953b6ec. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"FLUX Flow Matching DiT (Schnell)","Sparsity":"20%","#Param":"9.6B","Speedup":"8.75x","Compute Budget":"10hr"}. This record does not assert independent reproduction. ### BK-SDM FID: 42.87. Result ID: 69aa7c1e6dbb7075b953b6e2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"SDXL Diffusion U-Net","Sparsity":"20%","#Param":"2.1B","Speedup":"1.25x","Compute Budget":"10hr"}. This record does not assert independent reproduction. ### Per-Step Loss FID: 50.56. Result ID: 69aa7c1e6dbb7075b953b6e9. [Reporting paper]() Recorded evaluation configuration: {"Architecture":"FLUX Flow Matching DiT (Dev)","Sparsity":"20%","#Param":"9.6B","Speedup":"1.25x","Compute Budget":"10hr"}. This record does not assert independent reproduction. ### Per-Step Loss FID: 52.61. Result ID: 69aa7c1e6dbb7075b953b6ed. [Reporting paper]() Recorded evaluation configuration: {"Architecture":"FLUX Flow Matching DiT (Schnell)","Sparsity":"20%","#Param":"9.6B","Speedup":"8.75x","Compute Budget":"10hr"}. This record does not assert independent reproduction. ### DiffPruning FID: 83.81. Result ID: 69aa7c1e6dbb7075b953b6e3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"SDXL Diffusion U-Net","Sparsity":"20%","#Param":"2.1B","Speedup":"1.25x","Compute Budget":"10hr"}. This record does not assert independent reproduction. ### Per-Step Loss FID: 97.36. Result ID: 69aa7c1e6dbb7075b953b6e4. [Reporting paper]() Recorded evaluation configuration: {"Architecture":"SDXL Diffusion U-Net","Sparsity":"20%","#Param":"2.1B","Speedup":"1.25x","Compute Budget":"10hr"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.