# Image-conditioned semantic transport on DreamBench++ (test) Source: [Image-conditioned semantic transport on DreamBench++ (test)]() Collection index: [llms.txt]() Data updated: 2026-05-15T06:46:15.736Z Evaluation of models performing Image-conditioned semantic transport using the test split of the DreamBench++ dataset, assessed using CLIP-based 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 | Image-conditioned semantic transport | | Dataset (including any stated split) | DreamBench++ (test) | | Metric | CLIP T\*I Score | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 14 of 14 | | 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 T\*I Score](): Higher is better; unit: PERCENT. - [CLIP T\*I Score (pers)](): Higher is better; unit: PERCENT. - [CLIP Image Score (pers)](): Higher is better; unit: PERCENT. - [CLIP Image Score](): Higher is better; unit: PERCENT. - [CLIP Text Score](): Higher is better; unit: PERCENT. ## Recorded results | Method | CLIP T\*I Score | Result date | Report paper | | --- | --- | --- | --- | | FLUX.2-klein | 66.8 | Not recorded | 6a06a869dbc836b87d829ed7 | | MAs (EDIT) | 66.8 | Not recorded | 6a06a869dbc836b87d829ed7 | | FLUX-Kontext | 66 | Not recorded | 6a06a869dbc836b87d829ed7 | | MAs (TV) | 65.7 | Not recorded | 6a06a869dbc836b87d829ed7 | | Qwen-Image-Edit | 65.5 | Not recorded | 6a06a869dbc836b87d829ed7 | | TokenVerse | 63.4 | Not recorded | 6a06a869dbc836b87d829ed7 | | MAs | 62.6 | Not recorded | 6a06a869dbc836b87d829ed7 | | MAs | 60.8 | Not recorded | 6a06a869dbc836b87d829ed7 | | TokenVerse | 58.2 | Not recorded | 6a06a869dbc836b87d829ed7 | | MAs | 58.1 | Not recorded | 6a06a869dbc836b87d829ed7 | | TokenVerse | 57.5 | Not recorded | 6a06a869dbc836b87d829ed7 | | MAs | 56.8 | Not recorded | 6a06a869dbc836b87d829ed7 | | TokenVerse | 56.7 | Not recorded | 6a06a869dbc836b87d829ed7 | | TokenVerse | 55.3 | Not recorded | 6a06a869dbc836b87d829ed7 | ### FLUX.2-klein CLIP T\*I Score: 66.8. Result ID: 6a06bfda47f34ce924edb7d5. [Reporting paper]() Recorded evaluation configuration: {"Generator":"FLUX.2-klein","Features":"None"}. This record does not assert independent reproduction. ### MAs (EDIT) CLIP T\*I Score: 66.8. Result ID: 6a06bfda47f34ce924edb7dc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Generator":"FLUX.2-klein","Features":"MAs (EDIT)"}. This record does not assert independent reproduction. ### FLUX-Kontext CLIP T\*I Score: 66. Result ID: 6a06bfda47f34ce924edb7d4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Generator":"FLUX-Kontext","Features":"None"}. This record does not assert independent reproduction. ### MAs (TV) CLIP T\*I Score: 65.7. Result ID: 6a06bfda47f34ce924edb7db. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Generator":"FLUX.2-klein","Features":"MAs (TV)"}. This record does not assert independent reproduction. ### Qwen-Image-Edit CLIP T\*I Score: 65.5. Result ID: 6a06bfda47f34ce924edb7d3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Generator":"Qwen-Image-Edit","Features":"None"}. This record does not assert independent reproduction. ### TokenVerse CLIP T\*I Score: 63.4. Result ID: 6a06bfda47f34ce924edb7da. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Generator":"FLUX.2-klein","Features":"TokenVerse"}. This record does not assert independent reproduction. ### MAs CLIP T\*I Score: 62.6. Result ID: 6a06bfda47f34ce924edb7d7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Generator":"Qwen-Image","Features":"MAs (Ours)"}. This record does not assert independent reproduction. ### MAs CLIP T\*I Score: 60.8. Result ID: 6a06bfda47f34ce924edb7de. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Generator":"FLUX.1-schnell","Features":"MAs (Ours)"}. This record does not assert independent reproduction. ### TokenVerse CLIP T\*I Score: 58.2. Result ID: 6a06bfda47f34ce924edb7d6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Generator":"Qwen-Image","Features":"TokenVerse"}. This record does not assert independent reproduction. ### MAs CLIP T\*I Score: 58.1. Result ID: 6a06bfda47f34ce924edb7d9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Generator":"FLUX.1-dev","Features":"MAs (Ours)"}. This record does not assert independent reproduction. ### TokenVerse CLIP T\*I Score: 57.5. Result ID: 6a06bfda47f34ce924edb7dd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Generator":"FLUX.1-schnell","Features":"TokenVerse"}. This record does not assert independent reproduction. ### MAs CLIP T\*I Score: 56.8. Result ID: 6a06bfda47f34ce924edb7e0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Generator":"SANA1.5","Features":"MAs (Ours)"}. This record does not assert independent reproduction. ### TokenVerse CLIP T\*I Score: 56.7. Result ID: 6a06bfda47f34ce924edb7df. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Generator":"SANA1.5","Features":"TokenVerse"}. This record does not assert independent reproduction. ### TokenVerse CLIP T\*I Score: 55.3. Result ID: 6a06bfda47f34ce924edb7d8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Generator":"FLUX.1-dev","Features":"TokenVerse"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.