# Image Reconstruction Similarity on D2I-Bench Source: [Image Reconstruction Similarity on D2I-Bench]() Collection index: [llms.txt]() Data updated: 2026-02-27T10:20:07.085Z Evaluation of image reconstruction similarity using the D2I-Bench dataset, measured by perceptual metrics like CLIP-score and DINO-score. 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 | Image Reconstruction Similarity | | Dataset (including any stated split) | D2I-Bench | | Metric | CLIP Score | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 15 of 15 | | 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 - [CLIP Score](): Higher is better; unit: PERCENT. - [DINO Score](): Higher is better; unit: PERCENT. ## Recorded results | Method | CLIP Score | Result date | Report paper | | --- | --- | --- | --- | | Patch Matters | 76.48 | Not recorded | 68fa77df1e209131cea75b6b | | LLaVA1.6 | 76.33 | Not recorded | 68fa77df1e209131cea75b6b | | IT | 76.21 | Not recorded | 68fa77df1e209131cea75b6b | | Patch Matters | 76.2 | Not recorded | 68fa77df1e209131cea75b6b | | IT | 76.18 | Not recorded | 68fa77df1e209131cea75b6b | | Mini-Gemini | 76.02 | Not recorded | 68fa77df1e209131cea75b6b | | Syn | 75.31 | Not recorded | 68fa77df1e209131cea75b6b | | Syn | 75.27 | Not recorded | 68fa77df1e209131cea75b6b | | PoCa | 75.2 | Not recorded | 68fa77df1e209131cea75b6b | | PoCa | 74.39 | Not recorded | 68fa77df1e209131cea75b6b | | Patch Matters | 73.67 | Not recorded | 68fa77df1e209131cea75b6b | | LLaVA1.5 | 73.09 | Not recorded | 68fa77df1e209131cea75b6b | | IT | 73.09 | Not recorded | 68fa77df1e209131cea75b6b | | PoCa | 72.04 | Not recorded | 68fa77df1e209131cea75b6b | | Syn | 71.71 | Not recorded | 68fa77df1e209131cea75b6b | ### Patch Matters CLIP Score: 76.48. Result ID: 69a16fba35dfcabb00e70509. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"LLaVA1.6","Description":"LLaVA1.6+Ours"}. This record does not assert independent reproduction. ### LLaVA1.6 CLIP Score: 76.33. Result ID: 69a16fba35dfcabb00e70505. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Description":"LLaVA1.6"}. This record does not assert independent reproduction. ### IT CLIP Score: 76.21. Result ID: 69a16fba35dfcabb00e7050b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Mini-Gemini","Description":"Mini-Gemini+IT"}. This record does not assert independent reproduction. ### Patch Matters CLIP Score: 76.2. Result ID: 69a16fba35dfcabb00e7050e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"Mini-Gemini","Description":"Mini-Gemini+Ours"}. This record does not assert independent reproduction. ### IT CLIP Score: 76.18. Result ID: 69a16fba35dfcabb00e70506. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"LLaVA1.6","Description":"LLaVA1.6+IT"}. This record does not assert independent reproduction. ### Mini-Gemini CLIP Score: 76.02. Result ID: 69a16fba35dfcabb00e7050a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Description":"Mini-Gemini"}. This record does not assert independent reproduction. ### Syn CLIP Score: 75.31. Result ID: 69a16fba35dfcabb00e7050d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Mini-Gemini","Description":"Mini-Gemini+Syn"}. This record does not assert independent reproduction. ### Syn CLIP Score: 75.27. Result ID: 69a16fba35dfcabb00e70508. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"LLaVA1.6","Description":"LLaVA1.6+Syn"}. This record does not assert independent reproduction. ### PoCa CLIP Score: 75.2. Result ID: 69a16fba35dfcabb00e7050c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Mini-Gemini","Description":"Mini-Gemini+PoCa"}. This record does not assert independent reproduction. ### PoCa CLIP Score: 74.39. Result ID: 69a16fba35dfcabb00e70507. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"LLaVA1.6","Description":"LLaVA1.6+PoCa"}. This record does not assert independent reproduction. ### Patch Matters CLIP Score: 73.67. Result ID: 69a16fba35dfcabb00e70504. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"LLaVA1.5","Description":"LLaVA1.5+Ours"}. This record does not assert independent reproduction. ### LLaVA1.5 CLIP Score: 73.09. Result ID: 69a16fba35dfcabb00e70500. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Description":"LLaVA1.5"}. This record does not assert independent reproduction. ### IT CLIP Score: 73.09. Result ID: 69a16fba35dfcabb00e70501. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"LLaVA1.5","Description":"LLaVA1.5+IT"}. This record does not assert independent reproduction. ### PoCa CLIP Score: 72.04. Result ID: 69a16fba35dfcabb00e70502. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"LLaVA1.5","Description":"LLaVA1.5+PoCa"}. This record does not assert independent reproduction. ### Syn CLIP Score: 71.71. Result ID: 69a16fba35dfcabb00e70503. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"LLaVA1.5","Description":"LLaVA1.5+Syn"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.