# Image-Text Matching on CC-Neg Source: [Image-Text Matching on CC-Neg]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:32:50.828Z Evaluation of Image-Text Matching performance on the CC-Neg dataset, measured using Accuracy. 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-Text Matching | | Dataset (including any stated split) | CC-Neg | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 17 of 17 | | 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 - [Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | U-MARVEL+ | 86.1 | Not recorded | 68fa7a151e209131cea81081 | | LamRA | 85.9 | Not recorded | 68fa76081e209131cea6b06a | | LamRA | 85.9 | Not recorded | 68fa7a151e209131cea81081 | | U-MARVEL | 84.5 | Not recorded | 68fa7a151e209131cea81081 | | E5-V | 83.2 | Not recorded | 68fa76081e209131cea6b06a | | E5-V | 83.2 | Not recorded | 68fa7a151e209131cea81081 | | UniIR-CLIP | 79.9 | Not recorded | 68fa76081e209131cea6b06a | | UniIR-CLIP\_SF | 79.9 | Not recorded | 68fa7a151e209131cea81081 | | LamRA-Ret | 79.6 | Not recorded | 68fa76081e209131cea6b06a | | LamRA-Ret | 79.6 | Not recorded | 68fa7a151e209131cea81081 | | Long-CLIP-L | 76.3 | Not recorded | 68fa76081e209131cea6b06a | | CLIP-L | 66.7 | Not recorded | 68fa76081e209131cea6b06a | | CLIP-L | 66.7 | Not recorded | 68fa7a151e209131cea81081 | | EVA-CLIP | 63.8 | Not recorded | 68fa76081e209131cea6b06a | | MagicLens-L | 62.7 | Not recorded | 68fa76081e209131cea6b06a | | MagicLens-L | 62.7 | Not recorded | 68fa7a151e209131cea81081 | | EVA-CLIP | 59.4 | Not recorded | 68fa76081e209131cea6b06a | ### U-MARVEL+ Accuracy: 86.1. Result ID: 699a688b5698665ec4f0e648. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Reranker":true}. This record does not assert independent reproduction. ### LamRA Accuracy: 85.9. Result ID: 699422203a6c3148491b4930. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"reranking":"pointwise/listwise"}. This record does not assert independent reproduction. ### LamRA Accuracy: 85.9. Result ID: 699a688b5698665ec4f0e647. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Reranker":true}. This record does not assert independent reproduction. ### U-MARVEL Accuracy: 84.5. Result ID: 699a688b5698665ec4f0e646. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Reranker":false}. This record does not assert independent reproduction. ### E5-V Accuracy: 83.2. Result ID: 699422203a6c3148491b492b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### E5-V Accuracy: 83.2. Result ID: 699a688b5698665ec4f0e643. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Reranker":false}. This record does not assert independent reproduction. ### UniIR-CLIP Accuracy: 79.9. Result ID: 699422203a6c3148491b492a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### UniIR-CLIP\_SF Accuracy: 79.9. Result ID: 699a688b5698665ec4f0e642. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Reranker":false}. This record does not assert independent reproduction. ### LamRA-Ret Accuracy: 79.6. Result ID: 699422203a6c3148491b492f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LamRA-Ret Accuracy: 79.6. Result ID: 699a688b5698665ec4f0e645. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Reranker":false}. This record does not assert independent reproduction. ### Long-CLIP-L Accuracy: 76.3. Result ID: 699422203a6c3148491b4929. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CLIP-L Accuracy: 66.7. Result ID: 699422203a6c3148491b4928. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CLIP-L Accuracy: 66.7. Result ID: 699a688b5698665ec4f0e641. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Reranker":false}. This record does not assert independent reproduction. ### EVA-CLIP Accuracy: 63.8. Result ID: 699422203a6c3148491b492e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"parameters":"18B"}. This record does not assert independent reproduction. ### MagicLens-L Accuracy: 62.7. Result ID: 699422203a6c3148491b492c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MagicLens-L Accuracy: 62.7. Result ID: 699a688b5698665ec4f0e644. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Reranker":false}. This record does not assert independent reproduction. ### EVA-CLIP Accuracy: 59.4. Result ID: 699422203a6c3148491b492d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"parameters":"8B"}. 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