# Multi-class image classification on NUS-WIDE geo-tagged (test) Source: [Multi-class image classification on NUS-WIDE geo-tagged (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:09:32.196Z Evaluation of Multi-class image classification performance on the geo-tagged test split of the NUS-WIDE dataset, typically measured using 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-class image classification | | Dataset (including any stated split) | NUS-WIDE geo-tagged (test) | | Metric | mAP | | 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 - [mAP](): Higher is better; unit: PERCENT. ## Recorded results | Method | mAP | Result date | Report paper | | --- | --- | --- | --- | | GeoCLIP + V | 36.2 | Not recorded | 68fa713c1e209131cea4ff8e | | GPS2Vec+ + V | 34.8 | Not recorded | 68fa713c1e209131cea4ff8e | | Liao et al. | 34.7 | Not recorded | 68fa713c1e209131cea4ff8e | | GPS2Vec + V | 30 | Not recorded | 68fa713c1e209131cea4ff8e | | GPS2Vec Onehot + V | 27.7 | Not recorded | 68fa713c1e209131cea4ff8e | | HashTag + V | 26.1 | Not recorded | 68fa713c1e209131cea4ff8e | | TagFeature + V | 26 | Not recorded | 68fa713c1e209131cea4ff8e | | GeoCLIP | 24.9 | Not recorded | 68fa713c1e209131cea4ff8e | | OneHot + V | 23.8 | Not recorded | 68fa713c1e209131cea4ff8e | | Visual (V) | 23.4 | Not recorded | 68fa713c1e209131cea4ff8e | | GPS2Vec+ | 21 | Not recorded | 68fa713c1e209131cea4ff8e | | GPS2Vec | 18.2 | Not recorded | 68fa713c1e209131cea4ff8e | | HashTag | 16.3 | Not recorded | 68fa713c1e209131cea4ff8e | | TagFeature | 16.1 | Not recorded | 68fa713c1e209131cea4ff8e | | GPS2Vec onehot | 13 | Not recorded | 68fa713c1e209131cea4ff8e | | OneHot | 6.6 | Not recorded | 68fa713c1e209131cea4ff8e | ### GeoCLIP + V mAP: 36.2. Result ID: 6991a2213a6c314849098715. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Classifier":"fusion"}. This record does not assert independent reproduction. ### GPS2Vec+ + V mAP: 34.8. Result ID: 6991a2213a6c314849098714. [Reporting paper]() Recorded evaluation configuration: {"Classifier":"fusion"}. This record does not assert independent reproduction. ### Liao et al. mAP: 34.7. Result ID: 6991a2213a6c314849098713. [Reporting paper]() Recorded evaluation configuration: {"Classifier":"fusion"}. This record does not assert independent reproduction. ### GPS2Vec + V mAP: 30. Result ID: 6991a2213a6c314849098712. [Reporting paper]() Recorded evaluation configuration: {"Classifier":"fusion"}. This record does not assert independent reproduction. ### GPS2Vec Onehot + V mAP: 27.7. Result ID: 6991a2213a6c314849098711. [Reporting paper]() Recorded evaluation configuration: {"Classifier":"fusion"}. This record does not assert independent reproduction. ### HashTag + V mAP: 26.1. Result ID: 6991a2213a6c31484909870f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Classifier":"fusion"}. This record does not assert independent reproduction. ### TagFeature + V mAP: 26. Result ID: 6991a2213a6c314849098710. [Reporting paper]() Recorded evaluation configuration: {"Classifier":"fusion"}. This record does not assert independent reproduction. ### GeoCLIP mAP: 24.9. Result ID: 6991a2213a6c31484909870d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Classifier":"geo"}. This record does not assert independent reproduction. ### OneHot + V mAP: 23.8. Result ID: 6991a2213a6c31484909870e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Classifier":"fusion"}. This record does not assert independent reproduction. ### Visual (V) mAP: 23.4. Result ID: 6991a2213a6c314849098706. [Reporting paper]() Recorded evaluation configuration: {"Classifier":"visual"}. This record does not assert independent reproduction. ### GPS2Vec+ mAP: 21. Result ID: 6991a2213a6c31484909870c. [Reporting paper]() Recorded evaluation configuration: {"Classifier":"geo"}. This record does not assert independent reproduction. ### GPS2Vec mAP: 18.2. Result ID: 6991a2213a6c31484909870b. [Reporting paper]() Recorded evaluation configuration: {"Classifier":"geo"}. This record does not assert independent reproduction. ### HashTag mAP: 16.3. Result ID: 6991a2213a6c314849098708. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Classifier":"geo"}. This record does not assert independent reproduction. ### TagFeature mAP: 16.1. Result ID: 6991a2213a6c314849098709. [Reporting paper]() Recorded evaluation configuration: {"Classifier":"geo"}. This record does not assert independent reproduction. ### GPS2Vec onehot mAP: 13. Result ID: 6991a2213a6c31484909870a. [Reporting paper]() Recorded evaluation configuration: {"Classifier":"geo"}. This record does not assert independent reproduction. ### OneHot mAP: 6.6. Result ID: 6991a2213a6c314849098707. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Classifier":"geo"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.