# Multi-label Zero-Shot Classification on NUS-WIDE proposed (837/84) Source: [Multi-label Zero-Shot Classification on NUS-WIDE proposed (837/84)]() Collection index: [llms.txt]() Data updated: 2026-02-27T08:26:27.065Z Evaluation of Multi-label Zero-Shot Classification performance on the specific NUS-WIDE configuration defined by 837 seen and 84 unseen classes. Metrics include Precision, Recall, and F1 scores calculated 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 Zero-Shot Classification | | Dataset (including any stated split) | NUS-WIDE proposed (837/84) | | Metric | Precision @ K=3 | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 3 of 3 | | 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. - [mAP](): Higher is better; unit: PERCENT. ## Recorded results | Method | Precision @ K=3 | Result date | Report paper | | --- | --- | --- | --- | | Our Approach | 22.7 | Not recorded | 68fa703c1e209131cea49d5d | | LESA (M=10) | 21 | Not recorded | 68fa703c1e209131cea49d5d | | Fast0Tag | 20.1 | Not recorded | 68fa703c1e209131cea49d5d | ### Our Approach Precision @ K=3: 22.7. Result ID: 69a1551e35dfcabb00e65695. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Task":"ZSL"}. This record does not assert independent reproduction. ### LESA (M=10) Precision @ K=3: 21. Result ID: 69a1551e35dfcabb00e65694. [Reporting paper]() Recorded evaluation configuration: {"Task":"ZSL"}. This record does not assert independent reproduction. ### Fast0Tag Precision @ K=3: 20.1. Result ID: 69a1551e35dfcabb00e65693. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Task":"ZSL"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.