# Multi-label Classification on NUS-WIDE (mAP, F1@K3, F1@K5) Source: [Multi-label Classification on NUS-WIDE (mAP, F1@K3, F1@K5)]() Collection index: [llms.txt]() Data updated: 2026-02-27T06:53:41.823Z Evaluation of Multi-label Classification performance on the NUS-WIDE dataset, reporting Mean Average Precision (mAP) along with F1 scores calculated specifically at K=3 and K=5. 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 | mAP | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 38 of 38 | | 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](): Higher is better; unit: PERCENT. - [F1@K3](): Higher is better; unit: PERCENT. - [F1@K5](): Higher is better; unit: PERCENT. ## Recorded results | Method | mAP | Result date | Report paper | | --- | --- | --- | --- | | BiAM | 47.8 | Not recorded | 68fa6a971e209131cea292c9 | | ADDS | 42.67 | Not recorded | 68fa70c81e209131cea4d0e9 | | ADDS | 39.01 | Not recorded | 68fa70c81e209131cea4d0e9 | | ADDS | 36.56 | Not recorded | 68fa70c81e209131cea4d0e9 | | ML-Decoder | 33.7 | Not recorded | 68fa70c81e209131cea4d0e9 | | Attention per Label | 32.6 | Not recorded | 68fa6a971e209131cea292c9 | | Attention per Cluster | 31.7 | Not recorded | 68fa6a971e209131cea292c9 | | LESA | 31.5 | Not recorded | 68fa6a971e209131cea292c9 | | ML-Decoder | 31.1 | Not recorded | 68fa70c81e209131cea4d0e9 | | CNN-RNN | 28.3 | Not recorded | 68fa6a971e209131cea292c9 | | BIAM | 26.3 | Not recorded | 68fa70c81e209131cea4d0e9 | | Our Approach | 26.3 | Not recorded | 68fa6a971e209131cea292c9 | | SDL | 25.9 | Not recorded | 68fa70c81e209131cea4d0e9 | | Generative ML-ZSL | 25.7 | Not recorded | 68fa70c81e209131cea4d0e9 | | Fast0Tag | 22.4 | Not recorded | 68fa6a971e209131cea292c9 | | Logistic | 21.6 | Not recorded | 68fa6a971e209131cea292c9 | | LESA | 19.4 | Not recorded | 68fa70c81e209131cea4d0e9 | | LESA | 19.4 | Not recorded | 68fa6a971e209131cea292c9 | | ML-Decoder | 16.6 | Not recorded | 68fa70c81e209131cea4d0e9 | | FastTag | 15.1 | Not recorded | 68fa70c81e209131cea4d0e9 | | Fast0Tag | 15.1 | Not recorded | 68fa6a971e209131cea292c9 | | One Attention per Cluster | 12.9 | Not recorded | 68fa70c81e209131cea4d0e9 | | Attention per Cluster | 12.9 | Not recorded | 68fa6a971e209131cea292c9 | | One Attention per Label | 10.4 | Not recorded | 68fa70c81e209131cea4d0e9 | | Attention per Label | 10.4 | Not recorded | 68fa6a971e209131cea292c9 | | CONSE | 9.4 | Not recorded | 68fa70c81e209131cea4d0e9 | | CONSE | 9.4 | Not recorded | 68fa6a971e209131cea292c9 | | Our Approach | 9.3 | Not recorded | 68fa6a971e209131cea292c9 | | LabelEM | 7.1 | Not recorded | 68fa70c81e209131cea4d0e9 | | LabelEM | 7.1 | Not recorded | 68fa6a971e209131cea292c9 | | LESA | 5.6 | Not recorded | 68fa6a971e209131cea292c9 | | Fast0Tag | 3.7 | Not recorded | 68fa6a971e209131cea292c9 | | Attention per Label | 3.7 | Not recorded | 68fa6a971e209131cea292c9 | | WARP | 3.1 | Not recorded | 68fa6a971e209131cea292c9 | | WSABIE | 3.1 | Not recorded | 68fa6a971e209131cea292c9 | | Attention per Cluster | 2.6 | Not recorded | 68fa6a971e209131cea292c9 | | LabelEM | 2.2 | Not recorded | 68fa6a971e209131cea292c9 | | CONSE | 2.1 | Not recorded | 68fa6a971e209131cea292c9 | ### BiAM mAP: 47.8. Result ID: 69a13f5835dfcabb00e5c28e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ADDS mAP: 42.67. Result ID: 699157593a6c314849077245. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"ov","Backbone":"ViT-L-336","Input Resolution":"448x448"}. This record does not assert independent reproduction. ### ADDS mAP: 39.01. Result ID: 699157593a6c314849077244. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"ov","Backbone":"ViT-L-336","Input Resolution":"336x336"}. This record does not assert independent reproduction. ### ADDS mAP: 36.56. Result ID: 699157593a6c314849077243. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"ov","Backbone":"ViT-B-32","Input Resolution":"224x224"}. This record does not assert independent reproduction. ### ML-Decoder mAP: 33.7. Result ID: 699157593a6c314849077242. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Type":"zsl","Backbone":"ViT-L-336","Backbone Tuning":"frozen","Input Resolution":"336x336"}. This record does not assert independent reproduction. ### Attention per Label mAP: 32.6. Result ID: 69a13f5835dfcabb00e5c28d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Attention per Cluster mAP: 31.7. Result ID: 69a13f5835dfcabb00e5c28c. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LESA mAP: 31.5. Result ID: 69a13f5835dfcabb00e5c28b. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ML-Decoder mAP: 31.1. Result ID: 699157593a6c314849077240. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Type":"zsl","Backbone":"TResNet-L","Input Resolution":"448x448"}. This record does not assert independent reproduction. ### CNN-RNN mAP: 28.3. Result ID: 69a13f5835dfcabb00e5c28a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### BIAM mAP: 26.3. Result ID: 699157593a6c31484907723d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Type":"zsl"}. This record does not assert independent reproduction. ### Our Approach mAP: 26.3. Result ID: 69a13f5835dfcabb00e5c29b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Task":"ZSL"}. This record does not assert independent reproduction. ### SDL mAP: 25.9. Result ID: 699157593a6c31484907723f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"zsl"}. This record does not assert independent reproduction. ### Generative ML-ZSL mAP: 25.7. Result ID: 699157593a6c31484907723e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Type":"zsl"}. This record does not assert independent reproduction. ### Fast0Tag mAP: 22.4. Result ID: 69a13f5835dfcabb00e5c289. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Logistic mAP: 21.6. Result ID: 69a13f5835dfcabb00e5c288. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LESA mAP: 19.4. Result ID: 699157593a6c31484907723c. [Reporting paper]() Recorded evaluation configuration: {"Type":"zsl"}. This record does not assert independent reproduction. ### LESA mAP: 19.4. Result ID: 69a13f5835dfcabb00e5c299. [Reporting paper]() Recorded evaluation configuration: {"Task":"ZSL"}. This record does not assert independent reproduction. ### ML-Decoder mAP: 16.6. Result ID: 699157593a6c314849077241. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Type":"zsl","Backbone":"ViT-L-336","Backbone Tuning":"unfrozen","Input Resolution":"336x336"}. This record does not assert independent reproduction. ### FastTag mAP: 15.1. Result ID: 699157593a6c314849077239. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"zsl"}. This record does not assert independent reproduction. ### Fast0Tag mAP: 15.1. Result ID: 69a13f5835dfcabb00e5c293. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Task":"ZSL"}. This record does not assert independent reproduction. ### One Attention per Cluster mAP: 12.9. Result ID: 699157593a6c31484907723b. [Reporting paper]() Recorded evaluation configuration: {"Type":"zsl","M":10}. This record does not assert independent reproduction. ### Attention per Cluster mAP: 12.9. Result ID: 69a13f5835dfcabb00e5c297. [Reporting paper]() Recorded evaluation configuration: {"Task":"ZSL"}. This record does not assert independent reproduction. ### One Attention per Label mAP: 10.4. Result ID: 699157593a6c31484907723a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"zsl"}. This record does not assert independent reproduction. ### Attention per Label mAP: 10.4. Result ID: 69a13f5835dfcabb00e5c295. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Task":"ZSL"}. This record does not assert independent reproduction. ### CONSE mAP: 9.4. Result ID: 699157593a6c314849077237. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"zsl"}. This record does not assert independent reproduction. ### CONSE mAP: 9.4. Result ID: 69a13f5835dfcabb00e5c28f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Task":"ZSL"}. This record does not assert independent reproduction. ### Our Approach mAP: 9.3. Result ID: 69a13f5835dfcabb00e5c29c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Task":"GZSL"}. This record does not assert independent reproduction. ### LabelEM mAP: 7.1. Result ID: 699157593a6c314849077238. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Type":"zsl"}. This record does not assert independent reproduction. ### LabelEM mAP: 7.1. Result ID: 69a13f5835dfcabb00e5c291. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Task":"ZSL"}. This record does not assert independent reproduction. ### LESA mAP: 5.6. Result ID: 69a13f5835dfcabb00e5c29a. [Reporting paper]() Recorded evaluation configuration: {"Task":"GZSL"}. This record does not assert independent reproduction. ### Fast0Tag mAP: 3.7. Result ID: 69a13f5835dfcabb00e5c294. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Task":"GZSL"}. This record does not assert independent reproduction. ### Attention per Label mAP: 3.7. Result ID: 69a13f5835dfcabb00e5c296. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Task":"GZSL"}. This record does not assert independent reproduction. ### WARP mAP: 3.1. Result ID: 69a13f5835dfcabb00e5c286. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### WSABIE mAP: 3.1. Result ID: 69a13f5835dfcabb00e5c287. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Attention per Cluster mAP: 2.6. Result ID: 69a13f5835dfcabb00e5c298. [Reporting paper]() Recorded evaluation configuration: {"Task":"GZSL"}. This record does not assert independent reproduction. ### LabelEM mAP: 2.2. Result ID: 69a13f5835dfcabb00e5c292. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Task":"GZSL"}. This record does not assert independent reproduction. ### CONSE mAP: 2.1. Result ID: 69a13f5835dfcabb00e5c290. [Reporting paper]() [Method origin 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.