# Composed Image Retrieval on PinPoint (test) Source: [Composed Image Retrieval on PinPoint (test)]() Collection index: [llms.txt]() Data updated: 2026-03-06T07:40:44.173Z Evaluation of Composed Image Retrieval performance using the test split of the PinPoint dataset, measured using mAP@K, Negative Recall, and Linguistic Sensitivity Range 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 | Composed Image Retrieval | | Dataset (including any stated split) | PinPoint (test) | | Metric | mAP@10 | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 19 of 19 | | 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 - [mAP@10](): Higher is better; unit: PERCENT. - [mAP@10 (No Negatives)](): Higher is better; unit: PERCENT. - [Relative mAP Decline (%)](): Lower is better; unit: PERCENT. - [Negative Recall@10](): Higher is better; unit: PERCENT. - [Linguistic Sensitivity Range](): Higher is better; unit: PERCENT. ## Recorded results | Method | mAP@10 | Result date | Report paper | | --- | --- | --- | --- | | MMRet-MLLM-S1 + Reranking | 29 | Not recorded | 69aa5f622d603e6de3e416b3 | | GPT-5-Text – Premerge + Reranking | 27.2 | Not recorded | 69aa5f622d603e6de3e416b3 | | GPT-5-Text – Premerge | 26.6 | Not recorded | 69aa5f622d603e6de3e416b3 | | GPT-5-Text – Postmerge | 23.6 | Not recorded | 69aa5f622d603e6de3e416b3 | | MMRet-CLIP-L + Reranking | 23.6 | Not recorded | 69aa5f622d603e6de3e416b3 | | MagicLens-CLIP-L + Reranking | 23.1 | Not recorded | 69aa5f622d603e6de3e416b3 | | MMRet-MLLM-S1 | 22.4 | Not recorded | 69aa5f622d603e6de3e416b3 | | MMRet-MLLM-S2 | 20.3 | Not recorded | 69aa5f622d603e6de3e416b3 | | MMRet-CLIP-L | 17.8 | Not recorded | 69aa5f622d603e6de3e416b3 | | MagicLens-CLIP-L | 15.5 | Not recorded | 69aa5f622d603e6de3e416b3 | | MMRet-CLIP-B | 15.3 | Not recorded | 69aa5f622d603e6de3e416b3 | | MagicLens-CLIP-B | 11.1 | Not recorded | 69aa5f622d603e6de3e416b3 | | LinCIR | 11 | Not recorded | 69aa5f622d603e6de3e416b3 | | Meta CLIP 2 – Combined + Reranking | 8.7 | Not recorded | 69aa5f622d603e6de3e416b3 | | Pic2Word | 4.6 | Not recorded | 69aa5f622d603e6de3e416b3 | | Meta CLIP 2 – Combined | 4.4 | Not recorded | 69aa5f622d603e6de3e416b3 | | Meta CLIP 2 – SLERP | 4.3 | Not recorded | 69aa5f622d603e6de3e416b3 | | Meta CLIP 2 – Text Only | 3.1 | Not recorded | 69aa5f622d603e6de3e416b3 | | Meta CLIP 2 – Image Only | 1.7 | Not recorded | 69aa5f622d603e6de3e416b3 | ### MMRet-MLLM-S1 + Reranking mAP@10: 29. Result ID: 69aa84fb6dbb7075b953fc20. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method Family":"CIR Family","Backbone":"MLLM-S1","Reranking":"true"}. This record does not assert independent reproduction. ### GPT-5-Text – Premerge + Reranking mAP@10: 27.2. Result ID: 69aa84fb6dbb7075b953fc1f. [Reporting paper]() Recorded evaluation configuration: {"Method Family":"Text Generation","Fusion Strategy":"Premerge","Reranking":"true"}. This record does not assert independent reproduction. ### GPT-5-Text – Premerge mAP@10: 26.6. Result ID: 69aa84fb6dbb7075b953fc1b. [Reporting paper]() Recorded evaluation configuration: {"Method Family":"Text Generation","Fusion Strategy":"Premerge"}. This record does not assert independent reproduction. ### GPT-5-Text – Postmerge mAP@10: 23.6. Result ID: 69aa84fb6dbb7075b953fc1a. [Reporting paper]() Recorded evaluation configuration: {"Method Family":"Text Generation","Fusion Strategy":"Postmerge"}. This record does not assert independent reproduction. ### MMRet-CLIP-L + Reranking mAP@10: 23.6. Result ID: 69aa84fb6dbb7075b953fc1d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method Family":"CIR Family","Backbone":"CLIP-L","Reranking":"true"}. This record does not assert independent reproduction. ### MagicLens-CLIP-L + Reranking mAP@10: 23.1. Result ID: 69aa84fb6dbb7075b953fc1e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Method Family":"CIR Family","Backbone":"CLIP-L","Reranking":"true"}. This record does not assert independent reproduction. ### MMRet-MLLM-S1 mAP@10: 22.4. Result ID: 69aa84fb6dbb7075b953fc19. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method Family":"CIR Family","Backbone":"MLLM-S1"}. This record does not assert independent reproduction. ### MMRet-MLLM-S2 mAP@10: 20.3. Result ID: 69aa84fb6dbb7075b953fc18. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method Family":"CIR Family","Backbone":"MLLM-S2"}. This record does not assert independent reproduction. ### MMRet-CLIP-L mAP@10: 17.8. Result ID: 69aa84fb6dbb7075b953fc17. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method Family":"CIR Family","Backbone":"CLIP-L"}. This record does not assert independent reproduction. ### MagicLens-CLIP-L mAP@10: 15.5. Result ID: 69aa84fb6dbb7075b953fc16. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Method Family":"CIR Family","Backbone":"CLIP-L"}. This record does not assert independent reproduction. ### MMRet-CLIP-B mAP@10: 15.3. Result ID: 69aa84fb6dbb7075b953fc15. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method Family":"CIR Family","Backbone":"CLIP-B"}. This record does not assert independent reproduction. ### MagicLens-CLIP-B mAP@10: 11.1. Result ID: 69aa84fb6dbb7075b953fc14. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Method Family":"CIR Family","Backbone":"CLIP-B"}. This record does not assert independent reproduction. ### LinCIR mAP@10: 11. Result ID: 69aa84fb6dbb7075b953fc13. [Reporting paper]() Recorded evaluation configuration: {"Method Family":"CIR Family"}. This record does not assert independent reproduction. ### Meta CLIP 2 – Combined + Reranking mAP@10: 8.7. Result ID: 69aa84fb6dbb7075b953fc1c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method Family":"CLIP Family","Fusion Strategy":"Combined","Reranking":"true"}. This record does not assert independent reproduction. ### Pic2Word mAP@10: 4.6. Result ID: 69aa84fb6dbb7075b953fc12. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Method Family":"CIR Family"}. This record does not assert independent reproduction. ### Meta CLIP 2 – Combined mAP@10: 4.4. Result ID: 69aa84fb6dbb7075b953fc11. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method Family":"CLIP Family","Fusion Strategy":"Combined"}. This record does not assert independent reproduction. ### Meta CLIP 2 – SLERP mAP@10: 4.3. Result ID: 69aa84fb6dbb7075b953fc10. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method Family":"CLIP Family","Fusion Strategy":"SLERP"}. This record does not assert independent reproduction. ### Meta CLIP 2 – Text Only mAP@10: 3.1. Result ID: 69aa84fb6dbb7075b953fc0f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method Family":"CLIP Family","Input Modality":"Text Only"}. This record does not assert independent reproduction. ### Meta CLIP 2 – Image Only mAP@10: 1.7. Result ID: 69aa84fb6dbb7075b953fc0e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method Family":"CLIP Family","Input Modality":"Image Only"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.