# Text-to-image generation on MJHQ-30K (Category FID/CLIP Subset) Source: [Text-to-image generation on MJHQ-30K (Category FID/CLIP Subset)]() Collection index: [llms.txt]() Data updated: 2026-06-09T08:23:30.071Z Evaluation of Text-to-Image generation models on the MJHQ-30K dataset, focusing specifically on FID and CLIP scores calculated across the Plants, Food, Landscape, and People categories, along with overall scores. 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) | MJHQ-30K | | Metric | FID (Plants) | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 33 of 33 | | 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 (Plants)](): Lower is better; unit: SCALAR. - [CLIP Score (Plants)](): Higher is better; unit: SCALAR. - [FID (Food)](): Lower is better; unit: SCALAR. - [CLIP Score (Food)](): Higher is better; unit: SCALAR. - [FID (Landscape)](): Lower is better; unit: SCALAR. - [CLIP Score (Landscape)](): Higher is better; unit: SCALAR. - [FID (People)](): Lower is better; unit: SCALAR. - [CLIP Score (People)](): Higher is better; unit: SCALAR. - [FID (Overall)](): Lower is better; unit: SCALAR. - [CLIP Score (Overall)](): Higher is better; unit: SCALAR. ## Recorded results | Method | FID (Plants) | Result date | Report paper | | --- | --- | --- | --- | | HACK++ | 26.58 | Not recorded | 6a279e4890966ade919bf932 | | HACK | 27.59 | Not recorded | 6a279e4890966ade919bf932 | | HACK | 28.72 | Not recorded | 6a279e4890966ade919bf932 | | Full | 28.81 | Not recorded | 6a279e4890966ade919bf932 | | HACK++ | 28.82 | Not recorded | 6a279e4890966ade919bf932 | | ScaleKV | 28.97 | Not recorded | 6a279e4890966ade919bf932 | | H2O | 29.55 | Not recorded | 6a279e4890966ade919bf932 | | Streaming | 29.7 | Not recorded | 6a279e4890966ade919bf932 | | HACK++ | 30.09 | Not recorded | 6a279e4890966ade919bf932 | | SnapKV | 30.23 | Not recorded | 6a279e4890966ade919bf932 | | Full | 30.47 | Not recorded | 6a279e4890966ade919bf932 | | ScaleKV | 30.57 | Not recorded | 6a279e4890966ade919bf932 | | CAKE | 30.74 | Not recorded | 6a279e4890966ade919bf932 | | HACK++ | 30.78 | Not recorded | 6a279e4890966ade919bf932 | | SnapKV | 30.83 | Not recorded | 6a279e4890966ade919bf932 | | Full | 30.96 | Not recorded | 6a279e4890966ade919bf932 | | HACK++ | 31.39 | Not recorded | 6a279e4890966ade919bf932 | | H2O | 31.49 | Not recorded | 6a279e4890966ade919bf932 | | ScaleKV | 31.53 | Not recorded | 6a279e4890966ade919bf932 | | HACK | 31.54 | Not recorded | 6a279e4890966ade919bf932 | | CAKE | 31.67 | Not recorded | 6a279e4890966ade919bf932 | | SnapKV | 31.71 | Not recorded | 6a279e4890966ade919bf932 | | H2O | 31.72 | Not recorded | 6a279e4890966ade919bf932 | | Streaming | 32.13 | Not recorded | 6a279e4890966ade919bf932 | | LOOK-M | 32.29 | Not recorded | 6a279e4890966ade919bf932 | | MEDA | 32.47 | Not recorded | 6a279e4890966ade919bf932 | | LOOK-M | 32.53 | Not recorded | 6a279e4890966ade919bf932 | | Streaming | 32.59 | Not recorded | 6a279e4890966ade919bf932 | | CAKE | 32.75 | Not recorded | 6a279e4890966ade919bf932 | | ScaleKV | 32.87 | Not recorded | 6a279e4890966ade919bf932 | | MEDA | 33.48 | Not recorded | 6a279e4890966ade919bf932 | | LOOK-M | 44.69 | Not recorded | 6a279e4890966ade919bf932 | | MEDA | 47.12 | Not recorded | 6a279e4890966ade919bf932 | ### HACK++ FID (Plants): 26.58. Result ID: 6a27ccccfbc373592c247ed5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"HART","ηa":"30%","ηc":"20%","KV Size":"0.61 GB","Attn. TFLOPs":"7.39"}. This record does not assert independent reproduction. ### HACK FID (Plants): 27.59. Result ID: 6a27ccccfbc373592c247ed4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"HART","ηa":"30%","ηc":"30%","KV Size":"0.84 GB","Attn. TFLOPs":"7.40"}. This record does not assert independent reproduction. ### HACK FID (Plants): 28.72. Result ID: 6a27ccccfbc373592c247ec8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Infinity-8B","ηa":"30%","ηc":"30%","KV Size":"5.06 GB","Attn. TFLOPs":"33.54"}. This record does not assert independent reproduction. ### Full FID (Plants): 28.81. Result ID: 6a27ccccfbc373592c247ec1. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"Infinity-8B","ηa":"100%","ηc":"100%","KV Size":"16.86 GB","Attn. TFLOPs":"78.54"}. This record does not assert independent reproduction. ### HACK++ FID (Plants): 28.82. Result ID: 6a27ccccfbc373592c247ecb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Infinity-8B","ηa":"30%","ηc":"10%","KV Size":"1.69 GB","Attn. TFLOPs":"31.53"}. This record does not assert independent reproduction. ### ScaleKV FID (Plants): 28.97. Result ID: 6a27ccccfbc373592c247ec9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Infinity-8B","ηc":"10%","KV Size":"1.69 GB","Attn. TFLOPs":"41.98"}. This record does not assert independent reproduction. ### H2O FID (Plants): 29.55. Result ID: 6a27ccccfbc373592c247ec3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"Infinity-8B","ηa":"30%","ηc":"30%","KV Size":"5.06 GB","Attn. TFLOPs":"33.55"}. This record does not assert independent reproduction. ### Streaming FID (Plants): 29.7. Result ID: 6a27ccccfbc373592c247ec2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Infinity-8B","ηa":"30%","ηc":"30%","KV Size":"5.06 GB","Attn. TFLOPs":"33.55"}. This record does not assert independent reproduction. ### HACK++ FID (Plants): 30.09. Result ID: 6a27ccccfbc373592c247ecc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Infinity-8B","ηa":"30%","ηc":"1%","KV Size":"0.17 GB","Attn. TFLOPs":"26.50"}. This record does not assert independent reproduction. ### SnapKV FID (Plants): 30.23. Result ID: 6a27ccccfbc373592c247ec4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"Infinity-8B","ηa":"30%","ηc":"30%","KV Size":"5.06 GB","Attn. TFLOPs":"33.55"}. This record does not assert independent reproduction. ### Full FID (Plants): 30.47. Result ID: 6a27ccccfbc373592c247ecd. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"HART","ηa":"100%","ηc":"100%","KV Size":"2.68 GB","Attn. TFLOPs":"17.66"}. This record does not assert independent reproduction. ### ScaleKV FID (Plants): 30.57. Result ID: 6a27ccccfbc373592c247eca. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Infinity-8B","ηc":"1%","KV Size":"0.17 GB","Attn. TFLOPs":"31.40"}. This record does not assert independent reproduction. ### CAKE FID (Plants): 30.74. Result ID: 6a27ccccfbc373592c247ec6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Infinity-8B","ηa":"30%","ηc":"30%","KV Size":"5.06 GB","Attn. TFLOPs":"33.55"}. This record does not assert independent reproduction. ### HACK++ FID (Plants): 30.78. Result ID: 6a27ccccfbc373592c247ebf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Infinity-2B","ηa":"30%","ηc":"10%","KV Size":"0.77 GB","Attn. TFLOPs":"14.32"}. This record does not assert independent reproduction. ### SnapKV FID (Plants): 30.83. Result ID: 6a27ccccfbc373592c247eb8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"Infinity-2B","ηa":"30%","ηc":"30%","KV Size":"2.31 GB","Attn. TFLOPs":"15.34"}. This record does not assert independent reproduction. ### Full FID (Plants): 30.96. Result ID: 6a27ccccfbc373592c247eb5. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"Infinity-2B","ηa":"100%","ηc":"100%","KV Size":"7.71 GB","Attn. TFLOPs":"35.91"}. This record does not assert independent reproduction. ### HACK++ FID (Plants): 31.39. Result ID: 6a27ccccfbc373592c247ec0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Infinity-2B","ηa":"30%","ηc":"1%","KV Size":"0.08 GB","Attn. TFLOPs":"12.11"}. This record does not assert independent reproduction. ### H2O FID (Plants): 31.49. Result ID: 6a27ccccfbc373592c247ecf. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"HART","ηa":"30%","ηc":"30%","KV Size":"0.80 GB","Attn. TFLOPs":"7.40"}. This record does not assert independent reproduction. ### ScaleKV FID (Plants): 31.53. Result ID: 6a27ccccfbc373592c247ebd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Infinity-2B","ηc":"10%","KV Size":"0.77 GB","Attn. TFLOPs":"19.19"}. This record does not assert independent reproduction. ### HACK FID (Plants): 31.54. Result ID: 6a27ccccfbc373592c247ebc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Infinity-2B","ηa":"30%","ηc":"30%","KV Size":"2.31 GB","Attn. TFLOPs":"15.34"}. This record does not assert independent reproduction. ### CAKE FID (Plants): 31.67. Result ID: 6a27ccccfbc373592c247eba. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Infinity-2B","ηa":"30%","ηc":"30%","KV Size":"2.31 GB","Attn. TFLOPs":"15.34"}. This record does not assert independent reproduction. ### SnapKV FID (Plants): 31.71. Result ID: 6a27ccccfbc373592c247ed0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"HART","ηa":"30%","ηc":"30%","KV Size":"0.80 GB","Attn. TFLOPs":"7.40"}. This record does not assert independent reproduction. ### H2O FID (Plants): 31.72. Result ID: 6a27ccccfbc373592c247eb7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"Infinity-2B","ηa":"30%","ηc":"30%","KV Size":"2.31 GB","Attn. TFLOPs":"15.34"}. This record does not assert independent reproduction. ### Streaming FID (Plants): 32.13. Result ID: 6a27ccccfbc373592c247ece. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"HART","ηa":"30%","ηc":"30%","KV Size":"0.80 GB","Attn. TFLOPs":"7.40"}. This record does not assert independent reproduction. ### LOOK-M FID (Plants): 32.29. Result ID: 6a27ccccfbc373592c247ec5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Infinity-8B","ηa":"30%","ηc":"30%","KV Size":"5.06 GB","Attn. TFLOPs":"33.55"}. This record does not assert independent reproduction. ### MEDA FID (Plants): 32.47. Result ID: 6a27ccccfbc373592c247ebb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Infinity-2B","ηa":"30%","ηc":"30%","KV Size":"2.31 GB","Attn. TFLOPs":"15.34"}. This record does not assert independent reproduction. ### LOOK-M FID (Plants): 32.53. Result ID: 6a27ccccfbc373592c247eb9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Infinity-2B","ηa":"30%","ηc":"30%","KV Size":"2.31 GB","Attn. TFLOPs":"15.34"}. This record does not assert independent reproduction. ### Streaming FID (Plants): 32.59. Result ID: 6a27ccccfbc373592c247eb6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Infinity-2B","ηa":"30%","ηc":"30%","KV Size":"2.31 GB","Attn. TFLOPs":"15.34"}. This record does not assert independent reproduction. ### CAKE FID (Plants): 32.75. Result ID: 6a27ccccfbc373592c247ed2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"HART","ηa":"30%","ηc":"30%","KV Size":"0.80 GB","Attn. TFLOPs":"7.40"}. This record does not assert independent reproduction. ### ScaleKV FID (Plants): 32.87. Result ID: 6a27ccccfbc373592c247ebe. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Infinity-2B","ηc":"1%","KV Size":"0.08 GB","Attn. TFLOPs":"14.35"}. This record does not assert independent reproduction. ### MEDA FID (Plants): 33.48. Result ID: 6a27ccccfbc373592c247ec7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Infinity-8B","ηa":"30%","ηc":"30%","KV Size":"5.06 GB","Attn. TFLOPs":"33.55"}. This record does not assert independent reproduction. ### LOOK-M FID (Plants): 44.69. Result ID: 6a27ccccfbc373592c247ed1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"HART","ηa":"30%","ηc":"30%","KV Size":"0.80 GB","Attn. TFLOPs":"7.40"}. This record does not assert independent reproduction. ### MEDA FID (Plants): 47.12. Result ID: 6a27ccccfbc373592c247ed3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"HART","ηa":"30%","ηc":"30%","KV Size":"0.80 GB","Attn. TFLOPs":"7.40"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.