# Multi-label Image Classification on NUS-WIDE 81 concept labels (test) Source: [Multi-label Image Classification on NUS-WIDE 81 concept labels (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:42:49.917Z Evaluation of Multi-label Image Classification performance on the test split of the NUS-WIDE dataset, utilizing the 81 concept labels. Metrics reported include mAP, and F1/Precision/Recall calculated at both class (C) and overall (O) levels. 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 81 concept labels (test) | | Metric | F1 (Class) | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 33 of 33 | | 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 - [F1 (Class)](): Higher is better; unit: PERCENT. - [mAP](): Higher is better; unit: PERCENT. - [Precision (Class)](): Higher is better; unit: PERCENT. - [Recall (Class)](): Higher is better; unit: PERCENT. - [F1 (Overall)](): Higher is better; unit: PERCENT. - [Precision (Overall)](): Higher is better; unit: PERCENT. - [Recall (Overall)](): Higher is better; unit: PERCENT. ## Recorded results | Method | F1 (Class) | Result date | Report paper | | --- | --- | --- | --- | | Ours-S-Cls (w/) | 58.7 | Not recorded | 68fa65641e209131cea09eb6 | | ResNet-SRN | 58.5 | Not recorded | 68fa633a1e209131ce9fda6c | | ResNet-SRN-att | 56.9 | Not recorded | 68fa633a1e209131ce9fda6c | | ResNet-101 | 55.7 | Not recorded | 68fa633a1e209131ce9fda6c | | ResNet-107 | 55.6 | Not recorded | 68fa633a1e209131ce9fda6c | | Attention transfer | 55.2 | Not recorded | 68fa65641e209131cea09eb6 | | ResNet-101-semantic | 54.9 | Not recorded | 68fa633a1e209131ce9fda6c | | FitNets | 54.9 | Not recorded | 68fa65641e209131cea09eb6 | | Distillation | 54.3 | Not recorded | 68fa65641e209131cea09eb6 | | Ours-S-Cls (w/) | 53.8 | Not recorded | 68fa65641e209131cea09eb6 | | CNN-LSEP | 52.9 | Not recorded | 68fa65641e209131cea09eb6 | | CNN-SREL-RNN | 52.8 | Not recorded | 68fa65641e209131cea09eb6 | | Ours-S-Cls (w/o) | 52 | Not recorded | 68fa65641e209131cea09eb6 | | Attention transfer | 51.7 | Not recorded | 68fa65641e209131cea09eb6 | | FitNets | 51.4 | Not recorded | 68fa65641e209131cea09eb6 | | Distillation | 50.3 | Not recorded | 68fa65641e209131cea09eb6 | | ResNet-SRN | 48.9 | Not recorded | 68fa633a1e209131ce9fda6c | | ResNet-SRN-att | 47.7 | Not recorded | 68fa633a1e209131ce9fda6c | | Ours-S-Cls (w/o) | 47.5 | Not recorded | 68fa65641e209131cea09eb6 | | ResNet-101 | 47 | Not recorded | 68fa633a1e209131ce9fda6c | | ResNet-101-semantic | 47 | Not recorded | 68fa633a1e209131ce9fda6c | | ResNet-107 | 46.9 | Not recorded | 68fa633a1e209131ce9fda6c | | RLSD | 46.9 | Not recorded | 68fa65641e209131cea09eb6 | | MCG-CNN-LSTM | 46.1 | Not recorded | 68fa65641e209131cea09eb6 | | Tag-Neighbors | 45.2 | Not recorded | 68fa65641e209131cea09eb6 | | CNN-RNN | 34.7 | Not recorded | 68fa633a1e209131ce9fda6c | | CNN-RNN | 34.7 | Not recorded | 68fa65641e209131cea09eb6 | | WARP | 33.5 | Not recorded | 68fa633a1e209131ce9fda6c | | KNN | 24.3 | Not recorded | 68fa633a1e209131ce9fda6c | ### Ours-S-Cls (w/) F1 (Class): 58.7. Result ID: 698ca8c48b517eb4331bdefb. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Prediction Scope":"All","Knowledge Distillation":true}. This record does not assert independent reproduction. ### ResNet-SRN F1 (Class): 58.5. Result ID: 698bed36ecace47ef55a4043. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"label prediction strategy":"All"}. This record does not assert independent reproduction. ### ResNet-SRN-att F1 (Class): 56.9. Result ID: 698bed36ecace47ef55a4042. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"label prediction strategy":"All"}. This record does not assert independent reproduction. ### ResNet-101 F1 (Class): 55.7. Result ID: 698bed36ecace47ef55a403f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"label prediction strategy":"All"}. This record does not assert independent reproduction. ### ResNet-107 F1 (Class): 55.6. Result ID: 698bed36ecace47ef55a4040. [Reporting paper]() Recorded evaluation configuration: {"label prediction strategy":"All"}. This record does not assert independent reproduction. ### Attention transfer F1 (Class): 55.2. Result ID: 698ca8c48b517eb4331bdef9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Prediction Scope":"All"}. This record does not assert independent reproduction. ### ResNet-101-semantic F1 (Class): 54.9. Result ID: 698bed36ecace47ef55a4041. [Reporting paper]() Recorded evaluation configuration: {"label prediction strategy":"All"}. This record does not assert independent reproduction. ### FitNets F1 (Class): 54.9. Result ID: 698ca8c48b517eb4331bdef7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prediction Scope":"All"}. This record does not assert independent reproduction. ### Distillation F1 (Class): 54.3. Result ID: 698ca8c48b517eb4331bdef5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prediction Scope":"All"}. This record does not assert independent reproduction. ### Ours-S-Cls (w/) F1 (Class): 53.8. Result ID: 698ca8c48b517eb4331bdefc. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Prediction Scope":"Top-3","Knowledge Distillation":true}. This record does not assert independent reproduction. ### CNN-LSEP F1 (Class): 52.9. Result ID: 698ca8c48b517eb4331bdeec. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prediction Scope":"All"}. This record does not assert independent reproduction. ### CNN-SREL-RNN F1 (Class): 52.8. Result ID: 698ca8c48b517eb4331bdeed. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prediction Scope":"All"}. This record does not assert independent reproduction. ### Ours-S-Cls (w/o) F1 (Class): 52. Result ID: 698ca8c48b517eb4331bdef3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Prediction Scope":"All","Knowledge Distillation":false}. This record does not assert independent reproduction. ### Attention transfer F1 (Class): 51.7. Result ID: 698ca8c48b517eb4331bdefa. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Prediction Scope":"Top-3"}. This record does not assert independent reproduction. ### FitNets F1 (Class): 51.4. Result ID: 698ca8c48b517eb4331bdef8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prediction Scope":"Top-3"}. This record does not assert independent reproduction. ### Distillation F1 (Class): 50.3. Result ID: 698ca8c48b517eb4331bdef6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prediction Scope":"Top-3"}. This record does not assert independent reproduction. ### ResNet-SRN F1 (Class): 48.9. Result ID: 698bed36ecace47ef55a404b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"label prediction strategy":"top-3"}. This record does not assert independent reproduction. ### ResNet-SRN-att F1 (Class): 47.7. Result ID: 698bed36ecace47ef55a404a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"label prediction strategy":"top-3"}. This record does not assert independent reproduction. ### Ours-S-Cls (w/o) F1 (Class): 47.5. Result ID: 698ca8c48b517eb4331bdef4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Prediction Scope":"Top-3","Knowledge Distillation":false}. This record does not assert independent reproduction. ### ResNet-101 F1 (Class): 47. Result ID: 698bed36ecace47ef55a4047. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"label prediction strategy":"top-3"}. This record does not assert independent reproduction. ### ResNet-101-semantic F1 (Class): 47. Result ID: 698bed36ecace47ef55a4049. [Reporting paper]() Recorded evaluation configuration: {"label prediction strategy":"top-3"}. This record does not assert independent reproduction. ### ResNet-107 F1 (Class): 46.9. Result ID: 698bed36ecace47ef55a4048. [Reporting paper]() Recorded evaluation configuration: {"label prediction strategy":"top-3"}. This record does not assert independent reproduction. ### RLSD F1 (Class): 46.9. Result ID: 698ca8c48b517eb4331bdef1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prediction Scope":"Top-3"}. This record does not assert independent reproduction. ### MCG-CNN-LSTM F1 (Class): 46.1. Result ID: 698ca8c48b517eb4331bdeef. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prediction Scope":"Top-3"}. This record does not assert independent reproduction. ### Tag-Neighbors F1 (Class): 45.2. Result ID: 698ca8c48b517eb4331bdeeb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prediction Scope":"Top-3"}. This record does not assert independent reproduction. ### CNN-RNN F1 (Class): 34.7. Result ID: 698bed36ecace47ef55a4046. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"label prediction strategy":"top-3"}. This record does not assert independent reproduction. ### CNN-RNN F1 (Class): 34.7. Result ID: 698ca8c48b517eb4331bdee9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prediction Scope":"Top-3"}. This record does not assert independent reproduction. ### WARP F1 (Class): 33.5. Result ID: 698bed36ecace47ef55a4045. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"label prediction strategy":"top-3"}. This record does not assert independent reproduction. ### KNN F1 (Class): 24.3. Result ID: 698bed36ecace47ef55a4044. [Reporting paper]() Recorded evaluation configuration: {"label prediction strategy":"top-3"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.