# Multi-label Classification on NUS-WIDE (P/R/F1@K3, P/R/F1@K5, mAP) Source: [Multi-label Classification on NUS-WIDE (P/R/F1@K3, P/R/F1@K5, mAP)]() Collection index: [llms.txt]() Data updated: 2026-02-27T08:26:27.031Z Evaluation of Multi-label Classification performance on the NUS-WIDE dataset, reporting Precision, Recall, and F1 scores at K=3 and K=5, alongside Mean Average Precision (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 Classification | | Dataset (including any stated split) | NUS-WIDE | | Metric | Precision @ K=3 | | 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 - [Precision @ K=3](): Higher is better; unit: PERCENT. - [Recall @ K=3](): Higher is better; unit: PERCENT. - [F1 Score @ K=3](): Higher is better; unit: PERCENT. - [Precision @ K=5](): Higher is better; unit: PERCENT. - [Recall @ K=5](): Higher is better; unit: PERCENT. - [F1 Score @ K=5](): Higher is better; unit: PERCENT. - [Mean Average Precision (mAP)](): Higher is better; unit: PERCENT. ## Recorded results | Method | Precision @ K=3 | Result date | Report paper | | --- | --- | --- | --- | | Our Approach | 30.9 | Not recorded | 68fa703c1e209131cea49d5d | | Our Approach | 26.6 | Not recorded | 68fa703c1e209131cea49d5d | | LESA (M=10) | 25.7 | Not recorded | 68fa703c1e209131cea49d5d | | LESA (M=10) | 23.6 | Not recorded | 68fa703c1e209131cea49d5d | | Fast0Tag | 22.6 | Not recorded | 68fa703c1e209131cea49d5d | | One Attention per Label | 20.9 | Not recorded | 68fa703c1e209131cea49d5d | | One Attention per Cluster (M=10) | 20 | Not recorded | 68fa703c1e209131cea49d5d | | Fast0Tag | 18.8 | Not recorded | 68fa703c1e209131cea49d5d | | One Attention per Label | 17.9 | Not recorded | 68fa703c1e209131cea49d5d | | CONSE | 17.5 | Not recorded | 68fa703c1e209131cea49d5d | | LabelEM | 15.6 | Not recorded | 68fa703c1e209131cea49d5d | | LabelEM | 15.5 | Not recorded | 68fa703c1e209131cea49d5d | | CONSE | 11.5 | Not recorded | 68fa703c1e209131cea49d5d | | One Attention per Cluster (M=10) | 10.4 | Not recorded | 68fa703c1e209131cea49d5d | ### Our Approach Precision @ K=3: 30.9. Result ID: 69a1551e35dfcabb00e65686. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Task":"GZSL"}. This record does not assert independent reproduction. ### Our Approach Precision @ K=3: 26.6. Result ID: 69a1551e35dfcabb00e65685. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Task":"ZSL"}. This record does not assert independent reproduction. ### LESA (M=10) Precision @ K=3: 25.7. Result ID: 69a1551e35dfcabb00e65683. [Reporting paper]() Recorded evaluation configuration: {"Task":"ZSL"}. This record does not assert independent reproduction. ### LESA (M=10) Precision @ K=3: 23.6. Result ID: 69a1551e35dfcabb00e65684. [Reporting paper]() Recorded evaluation configuration: {"Task":"GZSL"}. This record does not assert independent reproduction. ### Fast0Tag Precision @ K=3: 22.6. Result ID: 69a1551e35dfcabb00e6567d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Task":"ZSL"}. This record does not assert independent reproduction. ### One Attention per Label Precision @ K=3: 20.9. Result ID: 69a1551e35dfcabb00e6567f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Task":"ZSL"}. This record does not assert independent reproduction. ### One Attention per Cluster (M=10) Precision @ K=3: 20. Result ID: 69a1551e35dfcabb00e65681. [Reporting paper]() Recorded evaluation configuration: {"Task":"ZSL"}. This record does not assert independent reproduction. ### Fast0Tag Precision @ K=3: 18.8. Result ID: 69a1551e35dfcabb00e6567e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Task":"GZSL"}. This record does not assert independent reproduction. ### One Attention per Label Precision @ K=3: 17.9. Result ID: 69a1551e35dfcabb00e65680. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Task":"GZSL"}. This record does not assert independent reproduction. ### CONSE Precision @ K=3: 17.5. Result ID: 69a1551e35dfcabb00e65679. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Task":"ZSL"}. This record does not assert independent reproduction. ### LabelEM Precision @ K=3: 15.6. Result ID: 69a1551e35dfcabb00e6567b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Task":"ZSL"}. This record does not assert independent reproduction. ### LabelEM Precision @ K=3: 15.5. Result ID: 69a1551e35dfcabb00e6567c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Task":"GZSL"}. This record does not assert independent reproduction. ### CONSE Precision @ K=3: 11.5. Result ID: 69a1551e35dfcabb00e6567a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Task":"GZSL"}. This record does not assert independent reproduction. ### One Attention per Cluster (M=10) Precision @ K=3: 10.4. Result ID: 69a1551e35dfcabb00e65682. [Reporting paper]() Recorded evaluation configuration: {"Task":"GZSL"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.