# Multi-label Recognition on NUS-WIDE seen & unseen (P/R/F1@3/5, mAP) Source: [Multi-label Recognition on NUS-WIDE seen & unseen (P/R/F1@3/5, mAP)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:43:55.026Z Evaluation of Multi-label Recognition performance on the NUS-WIDE dataset configuration involving both seen and unseen classes, reporting Precision, Recall, and F1 scores at K=3 and K=5, alongside mAP. 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 | Multi-label Recognition | | Dataset (including any stated split) | NUS-WIDE seen & unseen | | Metric | F1 Score @ 3 | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 10 of 10 | | 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 - [F1 Score @ 3](): Higher is better; unit: PERCENT. - [Precision @ 3](): Higher is better; unit: PERCENT. - [Recall @ 3](): Higher is better; unit: PERCENT. - [Precision @ 5](): Higher is better; unit: PERCENT. - [Recall @ 5](): Higher is better; unit: PERCENT. - [F1 Score @ 5](): Higher is better; unit: PERCENT. - [mAP (Mean Average Precision)](): Higher is better; unit: PERCENT. ## Recorded results | Method | F1 Score @ 3 | Result date | Report paper | | --- | --- | --- | --- | | RAM | 23.5 | Not recorded | 68fa77861e209131cea73d08 | | MKT | 22 | Not recorded | 68fa77861e209131cea73d08 | | DualCoOp++ | 21.1 | Not recorded | 68fa77861e209131cea73d08 | | TGF | 20.7 | Not recorded | 68fa77861e209131cea73d08 | | DualCoOp | 19.4 | Not recorded | 68fa77861e209131cea73d08 | | SDLM | 18.5 | Not recorded | 68fa77861e209131cea73d08 | | OVML | 18.3 | Not recorded | 68fa77861e209131cea73d08 | | CLIP | 16.5 | Not recorded | 68fa77861e209131cea73d08 | | BIAM | 16.1 | Not recorded | 68fa77861e209131cea73d08 | | LESAM | 14.4 | Not recorded | 68fa77861e209131cea73d08 | ### RAM F1 Score @ 3: 23.5. Result ID: 69952c6d3badfaffe612ac4b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-B/16"}. This record does not assert independent reproduction. ### MKT F1 Score @ 3: 22. Result ID: 69952c6d3badfaffe612ac49. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-B/16"}. This record does not assert independent reproduction. ### DualCoOp++ F1 Score @ 3: 21.1. Result ID: 69952c6d3badfaffe612ac47. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16"}. This record does not assert independent reproduction. ### TGF F1 Score @ 3: 20.7. Result ID: 69952c6d3badfaffe612ac4a. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16"}. This record does not assert independent reproduction. ### DualCoOp F1 Score @ 3: 19.4. Result ID: 69952c6d3badfaffe612ac46. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16"}. This record does not assert independent reproduction. ### SDLM F1 Score @ 3: 18.5. Result ID: 69952c6d3badfaffe612ac44. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16"}. This record does not assert independent reproduction. ### OVML F1 Score @ 3: 18.3. Result ID: 69952c6d3badfaffe612ac48. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16"}. This record does not assert independent reproduction. ### CLIP F1 Score @ 3: 16.5. Result ID: 69952c6d3badfaffe612ac45. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-B/16"}. This record does not assert independent reproduction. ### BIAM F1 Score @ 3: 16.1. Result ID: 69952c6d3badfaffe612ac43. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-B/16"}. This record does not assert independent reproduction. ### LESAM F1 Score @ 3: 14.4. Result ID: 69952c6d3badfaffe612ac42. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.