# Text-to-Image Generation on PartiPrompt (Latency/Step/CLIP/IS) Source: [Text-to-Image Generation on PartiPrompt (Latency/Step/CLIP/IS)]() Collection index: [llms.txt]() Data updated: 2026-06-05T08:51:18.266Z Evaluation of Text-to-Image generation models using the PartiPrompt dataset, focusing specifically on generation speed metrics (Latency, Step count, Acceleration) alongside CLIP Score and Image Score (IS). 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) | PartiPrompt | | Metric | Latency (s) | | Unit | TIME | | Direction | Lower is better | | Results loaded | 16 of 16 | | 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 - [Latency (s)](): Lower is better; unit: TIME. - [Step Count](): Lower is better; unit: SCALAR. - [Acceleration (Latency)](): Higher is better; unit: SCALAR. - [Acceleration (Step)](): Higher is better; unit: SCALAR. - [CLIP Score](): Higher is better; unit: SCALAR. - [Image Score (IS)](): Higher is better; unit: SCALAR. ## Recorded results | Method | Latency (s) | Result date | Report paper | | --- | --- | --- | --- | | PJD | 5.83 | Not recorded | 6a22589b86173ad9c1468b6b | | PJD | 6.72 | Not recorded | 6a22589b86173ad9c1468b6b | | GSD | 7.02 | Not recorded | 6a22589b86173ad9c1468b6b | | SJD | 8.56 | Not recorded | 6a22589b86173ad9c1468b6b | | Parallel Jacobi Decoding | 11.62 | Not recorded | 6a22589b86173ad9c1468b6b | | Parallel Jacobi Decoding | 12.89 | Not recorded | 6a22589b86173ad9c1468b6b | | Vanilla AR | 17.05 | Not recorded | 6a22589b86173ad9c1468b6b | | Grouped Speculative Decoding | 18.06 | Not recorded | 6a22589b86173ad9c1468b6b | | Parallel Jacobi Decoding | 25.1 | Not recorded | 6a22589b86173ad9c1468b6b | | Parallel Jacobi Decoding | 25.46 | Not recorded | 6a22589b86173ad9c1468b6b | | Speculative Jacobi Decoding | 25.69 | Not recorded | 6a22589b86173ad9c1468b6b | | Parallel Jacobi Decoding | 26.05 | Not recorded | 6a22589b86173ad9c1468b6b | | Grouped Speculative Decoding | 31.36 | Not recorded | 6a22589b86173ad9c1468b6b | | Speculative Jacobi Decoding | 50.61 | Not recorded | 6a22589b86173ad9c1468b6b | | Vanilla AR | 53.57 | Not recorded | 6a22589b86173ad9c1468b6b | | Vanilla AR | 181.43 | Not recorded | 6a22589b86173ad9c1468b6b | ### PJD Latency (s): 5.83. Result ID: 6a228d04fbc373592c20b5a5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Configuration":"Ours (c=4)","c":"4","Backbone":"Janus-Pro","Resolution":"384×384"}. This record does not assert independent reproduction. ### PJD Latency (s): 6.72. Result ID: 6a228d04fbc373592c20b5a4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Configuration":"Ours (c=6)","c":"6","Backbone":"Janus-Pro","Resolution":"384×384"}. This record does not assert independent reproduction. ### GSD Latency (s): 7.02. Result ID: 6a228d04fbc373592c20b5a3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Configuration":"w. GSD","Backbone":"Janus-Pro","Resolution":"384×384"}. This record does not assert independent reproduction. ### SJD Latency (s): 8.56. Result ID: 6a228d04fbc373592c20b5a2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Configuration":"w. SJD","Backbone":"Janus-Pro","Resolution":"384×384"}. This record does not assert independent reproduction. ### Parallel Jacobi Decoding Latency (s): 11.62. Result ID: 6a228d04fbc373592c20b5bb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"LlamaGen-XL","context":"c=6"}. This record does not assert independent reproduction. ### Parallel Jacobi Decoding Latency (s): 12.89. Result ID: 6a228d04fbc373592c20b5ba. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"LlamaGen-XL","context":"c=8"}. This record does not assert independent reproduction. ### Vanilla AR Latency (s): 17.05. Result ID: 6a228d04fbc373592c20b5a1. [Reporting paper]() Recorded evaluation configuration: {"Configuration":"Vanilla AR","Backbone":"Janus-Pro","Resolution":"384×384"}. This record does not assert independent reproduction. ### Grouped Speculative Decoding Latency (s): 18.06. Result ID: 6a228d04fbc373592c20b5b9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"LlamaGen-XL"}. This record does not assert independent reproduction. ### Parallel Jacobi Decoding Latency (s): 25.1. Result ID: 6a228d04fbc373592c20b5b6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Lumina-mGPT","context":"c=9"}. This record does not assert independent reproduction. ### Parallel Jacobi Decoding Latency (s): 25.46. Result ID: 6a228d04fbc373592c20b5b5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Lumina-mGPT","context":"c=11"}. This record does not assert independent reproduction. ### Speculative Jacobi Decoding Latency (s): 25.69. Result ID: 6a228d04fbc373592c20b5b8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"LlamaGen-XL"}. This record does not assert independent reproduction. ### Parallel Jacobi Decoding Latency (s): 26.05. Result ID: 6a228d04fbc373592c20b5b4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Lumina-mGPT","context":"c=16"}. This record does not assert independent reproduction. ### Grouped Speculative Decoding Latency (s): 31.36. Result ID: 6a228d04fbc373592c20b5b3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Lumina-mGPT"}. This record does not assert independent reproduction. ### Speculative Jacobi Decoding Latency (s): 50.61. Result ID: 6a228d04fbc373592c20b5b2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Lumina-mGPT"}. This record does not assert independent reproduction. ### Vanilla AR Latency (s): 53.57. Result ID: 6a228d04fbc373592c20b5b7. [Reporting paper]() Recorded evaluation configuration: {"Model":"LlamaGen-XL"}. This record does not assert independent reproduction. ### Vanilla AR Latency (s): 181.43. Result ID: 6a228d04fbc373592c20b5b1. [Reporting paper]() Recorded evaluation configuration: {"Model":"Lumina-mGPT"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.