# Text-to-Image Generation on MJHQ 30K (test) Source: [Text-to-Image Generation on MJHQ 30K (test)]() Collection index: [llms.txt]() Data updated: 2026-03-04T14:59:31.409Z Evaluation of Text-to-Image generation models using the test split of the MJHQ 30K dataset, assessed using PS, HPSv3, IR, and FID 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 | | Dataset (including any stated split) | MJHQ 30K (test) | | Metric | PS (Perceptual Score) | | Unit | SCALAR | | Direction | Higher 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 - [PS (Perceptual Score)](): Higher is better; unit: SCALAR. - [HPSv3 (Human Perceptual Score v3)](): Higher is better; unit: SCALAR. - [IR (Relevance Score)](): Higher is better; unit: SCALAR. - [FID (Fréchet Inception Distance)](): Lower is better; unit: SCALAR. ## Recorded results | Method | PS (Perceptual Score) | Result date | Report paper | | --- | --- | --- | --- | | FLUX-SwD | 21.9 | Not recorded | 68fa77811e209131cea73a52 | | SD3.5-M-SwD | 21.8 | Not recorded | 68fa77811e209131cea73a52 | | SD3.5-L | 21.8 | Not recorded | 68fa77811e209131cea73a52 | | SD3.5-L-SwD | 21.8 | Not recorded | 68fa77811e209131cea73a52 | | SD3.5-L-Turbo | 21.7 | Not recorded | 68fa77811e209131cea73a52 | | FLUX | 21.7 | Not recorded | 68fa77811e209131cea73a52 | | Hyper-FLUX | 21.7 | Not recorded | 68fa77811e209131cea73a52 | | Switti | 21.6 | Not recorded | 68fa77811e209131cea73a52 | | SDXL | 21.6 | Not recorded | 68fa77811e209131cea73a52 | | Hyper-SD | 21.6 | Not recorded | 68fa77811e209131cea73a52 | | SDXL-DMD2 | 21.6 | Not recorded | 68fa77811e209131cea73a52 | | SDXL-SwD | 21.6 | Not recorded | 68fa77811e209131cea73a52 | | SD3.5-M | 21.6 | Not recorded | 68fa77811e209131cea73a52 | | Infinity | 21.5 | Not recorded | 68fa77811e209131cea73a52 | | FLUX-Turbo-Alpha | 21.5 | Not recorded | 68fa77811e209131cea73a52 | | FLUX-Schnell | 21.5 | Not recorded | 68fa77811e209131cea73a52 | | SDXL-Turbo | 21.3 | Not recorded | 68fa77811e209131cea73a52 | | SD3.5-M-Turbo | 21.3 | Not recorded | 68fa77811e209131cea73a52 | ### FLUX-SwD PS (Perceptual Score): 21.9. Result ID: 69a848cd6dbb7075b94f4328. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Steps":"4","Latency (s/image)":"0.72","Model size (B)":"12.0","Resolution":"1024x1024"}. This record does not assert independent reproduction. ### SD3.5-M-SwD PS (Perceptual Score): 21.8. Result ID: 69a848cd6dbb7075b94f4320. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Steps":"6","Latency (s/image)":"0.19","Model size (B)":"2.2","Resolution":"1024x1024"}. This record does not assert independent reproduction. ### SD3.5-L PS (Perceptual Score): 21.8. Result ID: 69a848cd6dbb7075b94f4321. [Reporting paper]() Recorded evaluation configuration: {"Steps":"28","Latency (s/image)":"8.3","Model size (B)":"8.0","Resolution":"1024x1024"}. This record does not assert independent reproduction. ### SD3.5-L-SwD PS (Perceptual Score): 21.8. Result ID: 69a848cd6dbb7075b94f4323. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Steps":"4","Latency (s/image)":"0.39","Model size (B)":"8.0","Resolution":"1024x1024"}. This record does not assert independent reproduction. ### SD3.5-L-Turbo PS (Perceptual Score): 21.7. Result ID: 69a848cd6dbb7075b94f4322. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Steps":"4","Latency (s/image)":"0.63","Model size (B)":"8.0","Resolution":"1024x1024"}. This record does not assert independent reproduction. ### FLUX PS (Perceptual Score): 21.7. Result ID: 69a848cd6dbb7075b94f4324. [Reporting paper]() Recorded evaluation configuration: {"Steps":"30","Latency (s/image)":"10.0","Model size (B)":"12.0","Resolution":"1024x1024"}. This record does not assert independent reproduction. ### Hyper-FLUX PS (Perceptual Score): 21.7. Result ID: 69a848cd6dbb7075b94f4326. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Steps":"8","Latency (s/image)":"2.75","Model size (B)":"12.0","Resolution":"1024x1024"}. This record does not assert independent reproduction. ### Switti PS (Perceptual Score): 21.6. Result ID: 69a848cd6dbb7075b94f4317. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Steps":"14","Latency (s/image)":"0.44","Model size (B)":"2.5","Resolution":"1024x1024"}. This record does not assert independent reproduction. ### SDXL PS (Perceptual Score): 21.6. Result ID: 69a848cd6dbb7075b94f4319. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Steps":"50","Latency (s/image)":"4.0","Model size (B)":"2.6","Resolution":"1024x1024"}. This record does not assert independent reproduction. ### Hyper-SD PS (Perceptual Score): 21.6. Result ID: 69a848cd6dbb7075b94f431b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Steps":"4","Latency (s/image)":"0.20","Model size (B)":"2.6","Resolution":"1024x1024"}. This record does not assert independent reproduction. ### SDXL-DMD2 PS (Perceptual Score): 21.6. Result ID: 69a848cd6dbb7075b94f431c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Steps":"4","Latency (s/image)":"0.20","Model size (B)":"2.6","Resolution":"1024x1024"}. This record does not assert independent reproduction. ### SDXL-SwD PS (Perceptual Score): 21.6. Result ID: 69a848cd6dbb7075b94f431d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Steps":"4","Latency (s/image)":"0.11","Model size (B)":"2.6","Resolution":"1024x1024"}. This record does not assert independent reproduction. ### SD3.5-M PS (Perceptual Score): 21.6. Result ID: 69a848cd6dbb7075b94f431e. [Reporting paper]() Recorded evaluation configuration: {"Steps":"40","Latency (s/image)":"4.8","Model size (B)":"2.2","Resolution":"1024x1024"}. This record does not assert independent reproduction. ### Infinity PS (Perceptual Score): 21.5. Result ID: 69a848cd6dbb7075b94f4318. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Steps":"14","Latency (s/image)":"0.80","Model size (B)":"2.0","Resolution":"1024x1024"}. This record does not assert independent reproduction. ### FLUX-Turbo-Alpha PS (Perceptual Score): 21.5. Result ID: 69a848cd6dbb7075b94f4325. [Reporting paper]() Recorded evaluation configuration: {"Steps":"8","Latency (s/image)":"2.75","Model size (B)":"12.0","Resolution":"1024x1024"}. This record does not assert independent reproduction. ### FLUX-Schnell PS (Perceptual Score): 21.5. Result ID: 69a848cd6dbb7075b94f4327. [Reporting paper]() Recorded evaluation configuration: {"Steps":"4","Latency (s/image)":"1.41","Model size (B)":"12.0","Resolution":"1024x1024"}. This record does not assert independent reproduction. ### SDXL-Turbo PS (Perceptual Score): 21.3. Result ID: 69a848cd6dbb7075b94f431a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Steps":"4","Latency (s/image)":"0.12\*","Model size (B)":"2.6","Resolution":"512x512"}. This record does not assert independent reproduction. ### SD3.5-M-Turbo PS (Perceptual Score): 21.3. Result ID: 69a848cd6dbb7075b94f431f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Steps":"4","Latency (s/image)":"0.96","Model size (B)":"2.2","Resolution":"1024x1024"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.