# Text-to-Image Personalization on DreamBooth original (test) Source: [Text-to-Image Personalization on DreamBooth original (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:40:17.516Z Evaluation of Text-to-Image Personalization models using the test split of the original DreamBooth dataset, assessed using DINO, CLIP-I, and CLIP-T 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 Personalization | | Dataset (including any stated split) | DreamBooth original (test) | | Metric | DINO 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 - [DINO Score](): Higher is better; unit: SCALAR. - [CLIP Image Score](): Higher is better; unit: SCALAR. - [CLIP Text Score](): Higher is better; unit: SCALAR. ## Recorded results | Method | DINO Score | Result date | Report paper | | --- | --- | --- | --- | | Subject-Diffusion | 0.771 | Not recorded | 68fa75e71e209131cea6a8ec | | DreamCache | 0.767 | Not recorded | 68fa75e71e209131cea6a8ec | | SuTI | 0.741 | Not recorded | 68fa75e71e209131cea6a8ec | | ToffeeNet | 0.728 | Not recorded | 68fa75e71e209131cea6a8ec | | CAFE | 0.715 | Not recorded | 68fa75e71e209131cea6a8ec | | DreamCache | 0.713 | Not recorded | 68fa75e71e209131cea6a8ec | | DreamBooth | 0.696 | Not recorded | 68fa75e71e209131cea6a8ec | | Kosmos-G | 0.694 | Not recorded | 68fa75e71e209131cea6a8ec | | BootPig | 0.674 | Not recorded | 68fa75e71e209131cea6a8ec | | BLIP-Diffusion (FT) | 0.67 | Not recorded | 68fa75e71e209131cea6a8ec | | DreamBooth | 0.668 | Not recorded | 68fa75e71e209131cea6a8ec | | IP-Adapter | 0.667 | Not recorded | 68fa75e71e209131cea6a8ec | | Custom Diffusion | 0.643 | Not recorded | 68fa75e71e209131cea6a8ec | | ELITE | 0.621 | Not recorded | 68fa75e71e209131cea6a8ec | | Jedi | 0.619 | Not recorded | 68fa75e71e209131cea6a8ec | | Re-Imagen | 0.6 | Not recorded | 68fa75e71e209131cea6a8ec | | BLIP-Diffusion | 0.594 | Not recorded | 68fa75e71e209131cea6a8ec | | Textual Inversion | 0.569 | Not recorded | 68fa75e71e209131cea6a8ec | ### Subject-Diffusion DINO Score: 0.771. Result ID: 699405b93a6c3148491a6d4f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"finetuning free","Backbone":"SD 2.1","#Ref":"1"}. This record does not assert independent reproduction. ### DreamCache DINO Score: 0.767. Result ID: 699405b93a6c3148491a6d53. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"finetuning free","Backbone":"SD 2.1","#Ref":"1"}. This record does not assert independent reproduction. ### SuTI DINO Score: 0.741. Result ID: 699405b93a6c3148491a6d4e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Protocol":"finetuning free","Backbone":"Imagen","#Ref":"1-3"}. This record does not assert independent reproduction. ### ToffeeNet DINO Score: 0.728. Result ID: 699405b93a6c3148491a6d51. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"finetuning free","Backbone":"SD 2.1","#Ref":"1"}. This record does not assert independent reproduction. ### CAFE DINO Score: 0.715. Result ID: 699405b93a6c3148491a6d52. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"finetuning free","Backbone":"SD 2.1","#Ref":"1"}. This record does not assert independent reproduction. ### DreamCache DINO Score: 0.713. Result ID: 699405b93a6c3148491a6d4c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"finetuning free","Backbone":"SD 1.5","#Ref":"1"}. This record does not assert independent reproduction. ### DreamBooth DINO Score: 0.696. Result ID: 699405b93a6c3148491a6d42. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Protocol":"test-time finetuning","Backbone":"Imagen","#Ref":"3-5"}. This record does not assert independent reproduction. ### Kosmos-G DINO Score: 0.694. Result ID: 699405b93a6c3148491a6d4a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Protocol":"finetuning free","Backbone":"SD 1.5","#Ref":"1"}. This record does not assert independent reproduction. ### BootPig DINO Score: 0.674. Result ID: 699405b93a6c3148491a6d50. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"finetuning free","Backbone":"SD 2.1","#Ref":"3"}. This record does not assert independent reproduction. ### BLIP-Diffusion (FT) DINO Score: 0.67. Result ID: 699405b93a6c3148491a6d46. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Protocol":"test-time finetuning","Backbone":"SD 1.5","#Ref":"3-5"}. This record does not assert independent reproduction. ### DreamBooth DINO Score: 0.668. Result ID: 699405b93a6c3148491a6d43. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Protocol":"test-time finetuning","Backbone":"SD 1.5","#Ref":"3-5"}. This record does not assert independent reproduction. ### IP-Adapter DINO Score: 0.667. Result ID: 699405b93a6c3148491a6d49. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Protocol":"finetuning free","Backbone":"SD 1.5","#Ref":"1"}. This record does not assert independent reproduction. ### Custom Diffusion DINO Score: 0.643. Result ID: 699405b93a6c3148491a6d45. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"test-time finetuning","Backbone":"SD 1.5","#Ref":"3-5"}. This record does not assert independent reproduction. ### ELITE DINO Score: 0.621. Result ID: 699405b93a6c3148491a6d47. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"finetuning free","Backbone":"SD 1.5","#Ref":"1"}. This record does not assert independent reproduction. ### Jedi DINO Score: 0.619. Result ID: 699405b93a6c3148491a6d4b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"finetuning free","Backbone":"SD 1.5","#Ref":"1"}. This record does not assert independent reproduction. ### Re-Imagen DINO Score: 0.6. Result ID: 699405b93a6c3148491a6d4d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"finetuning free","Backbone":"Imagen","#Ref":"1-3"}. This record does not assert independent reproduction. ### BLIP-Diffusion DINO Score: 0.594. Result ID: 699405b93a6c3148491a6d48. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Protocol":"finetuning free","Backbone":"SD 1.5","#Ref":"1"}. This record does not assert independent reproduction. ### Textual Inversion DINO Score: 0.569. Result ID: 699405b93a6c3148491a6d44. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"test-time finetuning","Backbone":"SD 1.5","#Ref":"3-5"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.