# Multi-label Image Classification on NUS-WIDE (CF1/OF1 Top 3) Source: [Multi-label Image Classification on NUS-WIDE (CF1/OF1 Top 3)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:38:18.784Z Evaluation of Multi-label Image Classification performance on the NUS-WIDE dataset, reporting mAP alongside CF1 and OF1 scores calculated specifically for the Top 3 predictions. 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 Image Classification | | Dataset (including any stated split) | NUS-WIDE | | Metric | CF1 (Top 3) | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 16 of 16 | | 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 - [CF1 (Top 3)](): Higher is better; unit: PERCENT. - [mAP](): Higher is better; unit: PERCENT. - [CF1 (All)](): Higher is better; unit: PERCENT. - [OF1 (All)](): Higher is better; unit: PERCENT. - [OF1 (Top 3)](): Higher is better; unit: PERCENT. ## Recorded results | Method | CF1 (Top 3) | Result date | Report paper | | --- | --- | --- | --- | | SADCL | 57.8 | Not recorded | 68fa70b41e209131cea4caf6 | | P-GCN | 57 | Not recorded | 68fa70b41e209131cea4caf6 | | CCD-R101 | 56.7 | Not recorded | 68fa70b41e209131cea4caf6 | | ADDGCN | 56.5 | Not recorded | 68fa70b41e209131cea4caf6 | | CADM | 56.3 | Not recorded | 68fa70b41e209131cea4caf6 | | TDRG | 56.1 | Not recorded | 68fa70b41e209131cea4caf6 | | MSRN | 56.1 | Not recorded | 68fa70c81e209131cea4d0be | | SST | 55.9 | Not recorded | 68fa70b41e209131cea4caf6 | | MS-CMA | 55.7 | Not recorded | 68fa70c81e209131cea4d0be | | CMA | 55.5 | Not recorded | 68fa70c81e209131cea4d0be | | ResNet-101 | 54.6 | Not recorded | 68fa70b41e209131cea4caf6 | | S-CLs | 53.8 | Not recorded | 68fa70c81e209131cea4d0be | | AT | 51.7 | Not recorded | 68fa70c81e209131cea4d0be | | CNN-RNN | 34.7 | Not recorded | 68fa70b41e209131cea4caf6 | | CNN-RNN | 34.7 | Not recorded | 68fa70c81e209131cea4d0be | ### SADCL CF1 (Top 3): 57.8. Result ID: 6991549c3a6c314849075c69. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Resolution":"448x448","reproduced results":false}. This record does not assert independent reproduction. ### P-GCN CF1 (Top 3): 57. Result ID: 6991549c3a6c314849075c64. [Reporting paper]() Recorded evaluation configuration: {"Resolution":"448x448","reproduced results":false}. This record does not assert independent reproduction. ### CCD-R101 CF1 (Top 3): 56.7. Result ID: 6991549c3a6c314849075c68. [Reporting paper]() Recorded evaluation configuration: {"Resolution":"448x448","reproduced results":true}. This record does not assert independent reproduction. ### ADDGCN CF1 (Top 3): 56.5. Result ID: 6991549c3a6c314849075c63. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Resolution":"448x448","reproduced results":true}. This record does not assert independent reproduction. ### CADM CF1 (Top 3): 56.3. Result ID: 6991549c3a6c314849075c62. [Reporting paper]() Recorded evaluation configuration: {"Resolution":"448x448","reproduced results":false}. This record does not assert independent reproduction. ### TDRG CF1 (Top 3): 56.1. Result ID: 6991549c3a6c314849075c65. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Resolution":"448x448","reproduced results":true}. This record does not assert independent reproduction. ### MSRN CF1 (Top 3): 56.1. Result ID: 6991573b3a6c314849077191. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SST CF1 (Top 3): 55.9. Result ID: 6991549c3a6c314849075c66. [Reporting paper]() Recorded evaluation configuration: {"Resolution":"448x448","reproduced results":false}. This record does not assert independent reproduction. ### MS-CMA CF1 (Top 3): 55.7. Result ID: 6991573b3a6c314849077190. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Scale":"Multi-scale"}. This record does not assert independent reproduction. ### CMA CF1 (Top 3): 55.5. Result ID: 6991573b3a6c31484907718f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ResNet-101 CF1 (Top 3): 54.6. Result ID: 6991549c3a6c314849075c61. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Resolution":"448x448","reproduced results":true}. This record does not assert independent reproduction. ### S-CLs CF1 (Top 3): 53.8. Result ID: 6991573b3a6c31484907718e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### AT CF1 (Top 3): 51.7. Result ID: 6991573b3a6c31484907718d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CNN-RNN CF1 (Top 3): 34.7. Result ID: 6991549c3a6c314849075c60. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Resolution":"448x448","reproduced results":false}. This record does not assert independent reproduction. ### CNN-RNN CF1 (Top 3): 34.7. Result ID: 6991573b3a6c31484907718c. [Reporting paper]() [Method origin 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.