# Personalization on Personalization Prompts FLUX Source: [Personalization on Personalization Prompts FLUX]() Collection index: [llms.txt]() Data updated: 2026-03-24T14:15:36.079Z Evaluation of Personalization performance using the Personalization Prompts FLUX dataset, measured by DINO, CLIP-I, and CLIP-T 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 | Personalization | | Dataset (including any stated split) | Personalization Prompts FLUX | | Metric | DINO Score | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 11 of 11 | | 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 - [DINO Score](): Higher is better; unit: SCALAR. - [CLIP-I Score](): Higher is better; unit: SCALAR. - [CLIP-T Score](): Higher is better; unit: SCALAR. ## Recorded results | Method | DINO Score | Result date | Report paper | | --- | --- | --- | --- | | LISA | 0.7387 | Not recorded | 69c21a690636e5bf4afc4697 | | LoRA | 0.7324 | Not recorded | 69c21a690636e5bf4afc4697 | | DiT-BlockSkip | 0.7194 | Not recorded | 69c21a690636e5bf4afc4697 | | DiT-BlockSkip | 0.7171 | Not recorded | 69c21a690636e5bf4afc4697 | | DreamBooth | 0.7131 | Not recorded | 69c21a690636e5bf4afc4697 | | DiT-BlockSkip | 0.6963 | Not recorded | 69c21a690636e5bf4afc4697 | | LoRA-FA | 0.6017 | Not recorded | 69c21a690636e5bf4afc4697 | | Hollowed | 0.4899 | Not recorded | 69c21a690636e5bf4afc4697 | | Hollowed | 0.4819 | Not recorded | 69c21a690636e5bf4afc4697 | | Hollowed | 0.4435 | Not recorded | 69c21a690636e5bf4afc4697 | | TI | 0.3384 | Not recorded | 69c21a690636e5bf4afc4697 | ### LISA DINO Score: 0.7387. Result ID: 69c29c7c47f34ce924ab30f6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Resolution":"512×512","Inference resolution":"1024×1024"}. This record does not assert independent reproduction. ### LoRA DINO Score: 0.7324. Result ID: 69c29c7c47f34ce924ab30f5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Resolution":"512×512","Inference resolution":"1024×1024"}. This record does not assert independent reproduction. ### DiT-BlockSkip DINO Score: 0.7194. Result ID: 69c29c7c47f34ce924ab30fb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Ratio":"30%","Resolution":"256×256","Inference resolution":"1024×1024"}. This record does not assert independent reproduction. ### DiT-BlockSkip DINO Score: 0.7171. Result ID: 69c29c7c47f34ce924ab30fc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Ratio":"40%","Resolution":"256×256","Inference resolution":"1024×1024"}. This record does not assert independent reproduction. ### DreamBooth DINO Score: 0.7131. Result ID: 69c29c7c47f34ce924ab30f4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Resolution":"512×512","Inference resolution":"1024×1024"}. This record does not assert independent reproduction. ### DiT-BlockSkip DINO Score: 0.6963. Result ID: 69c29c7c47f34ce924ab30fd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Ratio":"50%","Resolution":"256×256","Inference resolution":"1024×1024"}. This record does not assert independent reproduction. ### LoRA-FA DINO Score: 0.6017. Result ID: 69c29c7c47f34ce924ab30f7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Resolution":"512×512","Inference resolution":"1024×1024"}. This record does not assert independent reproduction. ### Hollowed DINO Score: 0.4899. Result ID: 69c29c7c47f34ce924ab30f8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Ratio":"30%","Resolution":"512×512","Inference resolution":"1024×1024"}. This record does not assert independent reproduction. ### Hollowed DINO Score: 0.4819. Result ID: 69c29c7c47f34ce924ab30f9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Ratio":"40%","Resolution":"512×512","Inference resolution":"1024×1024"}. This record does not assert independent reproduction. ### Hollowed DINO Score: 0.4435. Result ID: 69c29c7c47f34ce924ab30fa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Ratio":"50%","Resolution":"512×512","Inference resolution":"1024×1024"}. This record does not assert independent reproduction. ### TI DINO Score: 0.3384. Result ID: 69c29c7c47f34ce924ab30f3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Resolution":"512×512","Inference resolution":"1024×1024"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.