# Image Classification on ELEVATER and ImageNet 21 multimodal datasets (test) Source: [Image Classification on ELEVATER and ImageNet 21 multimodal datasets (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:29:10.952Z Evaluation of Image Classification performance across the combined test sets of the ELEVATER suite and the ImageNet 21K multimodal datasets. 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 | Image Classification | | Dataset (including any stated split) | ELEVATER and ImageNet 21 multimodal datasets (test) | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 5 of 5 | | 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 - [Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | NegCLIP | 56.8 | Not recorded | 68fa70f11e209131cea4e388 | | MosaiCLIP WiSE-FT | 56.8 | Not recorded | 68fa70f11e209131cea4e388 | | CLIP | 56.4 | Not recorded | 68fa70f11e209131cea4e388 | | MosaiCLIP NoCurric | 55.8 | Not recorded | 68fa70f11e209131cea4e388 | | MosaiCLIP | 55.7 | Not recorded | 68fa70f11e209131cea4e388 | ### NegCLIP Accuracy: 56.8. Result ID: 699166c83a6c31484907e5a3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Zero-shot":true,"Aggregation":"Average of 21 datasets"}. This record does not assert independent reproduction. ### MosaiCLIP WiSE-FT Accuracy: 56.8. Result ID: 699166c83a6c31484907e5a5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Zero-shot":true,"Aggregation":"Average of 21 datasets","Weight-Space Ensembled":true}. This record does not assert independent reproduction. ### CLIP Accuracy: 56.4. Result ID: 699166c83a6c31484907e5a2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Zero-shot":true,"Aggregation":"Average of 21 datasets"}. This record does not assert independent reproduction. ### MosaiCLIP NoCurric Accuracy: 55.8. Result ID: 699166c83a6c31484907e5a4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Zero-shot":true,"Aggregation":"Average of 21 datasets","Curriculum Learning":false}. This record does not assert independent reproduction. ### MosaiCLIP Accuracy: 55.7. Result ID: 699166c83a6c31484907e5a6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Zero-shot":true,"Aggregation":"Average of 21 datasets"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.