# Subject-driven image generation on DreamBooth Dataset 1.0 (test) Source: [Subject-driven image generation on DreamBooth Dataset 1.0 (test)]() Collection index: [llms.txt]() Data updated: 2026-03-31T09:58:35.113Z Evaluation of subject-driven image generation models using the test split of the DreamBooth Dataset 1.0, assessed via metrics like DINO, CLIP-I, and CLIP-T. 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 | Subject-driven image generation | | Dataset (including any stated split) | DreamBooth Dataset 1.0 (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-I Score](): Higher is better; unit: SCALAR. - [CLIP-T Score](): Higher is better; unit: SCALAR. ## Recorded results | Method | DINO Score | Result date | Report paper | | --- | --- | --- | --- | | Real Images | 0.774 | Not recorded | 68fa6ec31e209131cea41d81 | | Real Images | 0.774 | Not recorded | 68fa6fe21e209131cea47e53 | | DreamBooth | 0.696 | Not recorded | 68fa6ec31e209131cea41d81 | | BLIP-Diffusion | 0.67 | Not recorded | 68fa6fe21e209131cea47e53 | | DreamBooth | 0.668 | Not recorded | 68fa6ec31e209131cea41d81 | | DreamBooth | 0.668 | Not recorded | 68fa6fe21e209131cea47e53 | | ICEdit + OPRO | 0.6192 | Not recorded | 69cb55620636e5bf4afca29a | | DreamBooth | 0.6011 | Not recorded | 68fa723e1e209131cea5541c | | Re-Imagen | 0.6 | Not recorded | 68fa6fe21e209131cea47e53 | | BLIP-Diffusion | 0.594 | Not recorded | 68fa6fe21e209131cea47e53 | | ICEdit (LoRA-only) | 0.5828 | Not recorded | 69cb55620636e5bf4afca29a | | Textual Inversion | 0.569 | Not recorded | 68fa6ec31e209131cea41d81 | | Textual Inversion | 0.569 | Not recorded | 68fa6fe21e209131cea47e53 | | SD-IPC-CT | 0.5025 | Not recorded | 68fa723e1e209131cea5541c | | DreamBooth | 0.5 | Not recorded | 68fa6fe21e209131cea47e53 | | Custom Diffusion | 0.3967 | Not recorded | 68fa723e1e209131cea5541c | | DreamBooth | 0.396 | Not recorded | 68fa6fe21e209131cea47e53 | | Textual Inversion | 0.2511 | Not recorded | 68fa723e1e209131cea5541c | ### Real Images DINO Score: 0.774. Result ID: 69903e073a6c314849ff2e71. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Real Images DINO Score: 0.774. Result ID: 6990f01c3a6c314849046ee1. [Reporting paper]() Recorded evaluation configuration: {"Oracle":true}. This record does not assert independent reproduction. ### DreamBooth DINO Score: 0.696. Result ID: 69903e073a6c314849ff2e72. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Base Model":"Imagen"}. This record does not assert independent reproduction. ### BLIP-Diffusion DINO Score: 0.67. Result ID: 6990f01c3a6c314849046ee8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"protocol":"Fine-tuning","average fine-tuning steps":"\<80"}. This record does not assert independent reproduction. ### DreamBooth DINO Score: 0.668. Result ID: 69903e073a6c314849ff2e73. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Base Model":"Stable Diffusion"}. This record does not assert independent reproduction. ### DreamBooth DINO Score: 0.668. Result ID: 6990f01c3a6c314849046ee4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"fine-tuning steps":800}. This record does not assert independent reproduction. ### ICEdit + OPRO DINO Score: 0.6192. Result ID: 69cb9abf47f34ce924b45fb8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base model":"ICEdit","Adaptation module":"OPRO","Layout protocol":"three-panel layout"}. This record does not assert independent reproduction. ### DreamBooth DINO Score: 0.6011. Result ID: 699225ea3a6c3148490ceda4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Re-Imagen DINO Score: 0.6. Result ID: 6990f01c3a6c314849046ee3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### BLIP-Diffusion DINO Score: 0.594. Result ID: 6990f01c3a6c314849046ee7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"protocol":"Zero-shot"}. This record does not assert independent reproduction. ### ICEdit (LoRA-only) DINO Score: 0.5828. Result ID: 69cb9abf47f34ce924b45fb7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base model":"ICEdit","Adaptation module":"LoRA-only","Layout protocol":"three-panel layout"}. This record does not assert independent reproduction. ### Textual Inversion DINO Score: 0.569. Result ID: 69903e073a6c314849ff2e74. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"Stable Diffusion"}. This record does not assert independent reproduction. ### Textual Inversion DINO Score: 0.569. Result ID: 6990f01c3a6c314849046ee2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"fine-tuning steps":3000}. This record does not assert independent reproduction. ### SD-IPC-CT DINO Score: 0.5025. Result ID: 699225ea3a6c3148490ceda7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DreamBooth DINO Score: 0.5. Result ID: 6990f01c3a6c314849046ee6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"fine-tuning steps":300}. This record does not assert independent reproduction. ### Custom Diffusion DINO Score: 0.3967. Result ID: 699225ea3a6c3148490ceda6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DreamBooth DINO Score: 0.396. Result ID: 6990f01c3a6c314849046ee5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"fine-tuning steps":100}. This record does not assert independent reproduction. ### Textual Inversion DINO Score: 0.2511. Result ID: 699225ea3a6c3148490ceda5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.