# Multi-label Classification on NUS-WIDE 81 unseen labels (test) Source: [Multi-label Classification on NUS-WIDE 81 unseen labels (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:09:46.536Z Evaluation of Multi-label Classification performance on the test split of the NUS-WIDE dataset, focusing specifically on the 81 unseen labels configuration. Metrics include mAP and F1 scores calculated 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 81 unseen labels (test) | | Metric | mAP | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 17 of 17 | | 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: SCALAR. - [F1@3](): Higher is better; unit: SCALAR. - [F1@5](): Higher is better; unit: SCALAR. - [Precision (K=3)](): Higher is better; unit: SCALAR. - [Recall (K=3)](): Higher is better; unit: SCALAR. - [Precision (K=5)](): Higher is better; unit: SCALAR. - [Recall (K=5)](): Higher is better; unit: SCALAR. ## Recorded results | Method | mAP | Result date | Report paper | | --- | --- | --- | --- | | MKT | 0.603 | Not recorded | 68fa6e721e209131cea3fe06 | | BiAM | 0.478 | Not recorded | 68fa6e721e209131cea3fe06 | | GAN-MLZSL | 0.467 | Not recorded | 68fa6e721e209131cea3fe06 | | DualCoOp | 0.436 | Not recorded | 68fa6e721e209131cea3fe06 | | MKT | 0.425 | Not recorded | 68fa6e721e209131cea3fe06 | | ADDS | 0.39 | Not recorded | 68fa6e721e209131cea3fe06 | | MKT | 0.376 | Not recorded | 68fa6e721e209131cea3fe06 | | ADDS | 0.366 | Not recorded | 68fa6e721e209131cea3fe06 | | LESA | 0.315 | Not recorded | 68fa6e721e209131cea3fe06 | | CNN-RNN | 0.283 | Not recorded | 68fa6e721e209131cea3fe06 | | FastTag | 0.224 | Not recorded | 68fa6e721e209131cea3fe06 | | Logistic | 0.216 | Not recorded | 68fa6e721e209131cea3fe06 | | nCLIP | 0.161 | Not recorded | 68fa6dae1e209131cea3b799 | | xCLIP | 0.153 | Not recorded | 68fa6dae1e209131cea3b799 | | CLIP | 0.151 | Not recorded | 68fa6dae1e209131cea3b799 | | WARP | 0.031 | Not recorded | 68fa6e721e209131cea3fe06 | | WSABIE | 0.031 | Not recorded | 68fa6e721e209131cea3fe06 | ### MKT mAP: 0.603. Result ID: 699030ae3a6c314849fec65f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### BiAM mAP: 0.478. Result ID: 699030ae3a6c314849fec65e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GAN-MLZSL mAP: 0.467. Result ID: 699030ae3a6c314849fec65d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DualCoOp mAP: 0.436. Result ID: 699030ae3a6c314849fec64f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MKT mAP: 0.425. Result ID: 699030ae3a6c314849fec653. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Pre-training":"CLIP"}. This record does not assert independent reproduction. ### ADDS mAP: 0.39. Result ID: 699030ae3a6c314849fec651. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Input resolution":"336"}. This record does not assert independent reproduction. ### MKT mAP: 0.376. Result ID: 699030ae3a6c314849fec652. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Pre-training":"IM-1K"}. This record does not assert independent reproduction. ### ADDS mAP: 0.366. Result ID: 699030ae3a6c314849fec650. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Input resolution":"224"}. This record does not assert independent reproduction. ### LESA mAP: 0.315. Result ID: 699030ae3a6c314849fec65c. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CNN-RNN mAP: 0.283. Result ID: 699030ae3a6c314849fec65b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FastTag mAP: 0.224. Result ID: 699030ae3a6c314849fec65a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Logistic mAP: 0.216. Result ID: 699030ae3a6c314849fec657. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### nCLIP mAP: 0.161. Result ID: 698fc0173a6c314849fb96aa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Zero-shot":true,"Backbone":"ViT-B/16","Pre-trained":"IT35M"}. This record does not assert independent reproduction. ### xCLIP mAP: 0.153. Result ID: 698fc0173a6c314849fb96ab. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Zero-shot":true,"Backbone":"ViT-B/16","Pre-trained":"IT35M"}. This record does not assert independent reproduction. ### CLIP mAP: 0.151. Result ID: 698fc0173a6c314849fb96a9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Zero-shot":true,"Backbone":"ViT-B/16","Pre-trained":"IT35M"}. This record does not assert independent reproduction. ### WARP mAP: 0.031. Result ID: 699030ae3a6c314849fec658. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### WSABIE mAP: 0.031. Result ID: 699030ae3a6c314849fec659. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.