# Image-Text Classification on ImageNet 1k (test val) Source: [Image-Text Classification on ImageNet 1k (test val)]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:06:48.020Z Evaluation of Image-Text Classification performance on the test/validation split of the ImageNet 1k dataset, reporting standard accuracy metrics. 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-Text Classification | | Dataset (including any stated split) | ImageNet 1k (test val) | | Metric | Top-1 Acc | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 11 of 11 | | 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 - [Top-1 Acc](): Higher is better; unit: PERCENT. ## Recorded results | Method | Top-1 Acc | Result date | Report paper | | --- | --- | --- | --- | | Teachers | 80.82 | Not recorded | 694b737353fdd5c361739932 | | AMoE | 80.17 | Not recorded | 694b737353fdd5c361739932 | | Teachers | 79.73 | Not recorded | 694b737353fdd5c361739932 | | RADIOv2.5-H (0.6B) | 78.94 | Not recorded | 694b737353fdd5c361739932 | | RADIOv2.5-H (0.6B) | 78.69 | Not recorded | 694b737353fdd5c361739932 | | AMoE | 78.26 | Not recorded | 694b737353fdd5c361739932 | | AMoE | 77.66 | Not recorded | 694b737353fdd5c361739932 | | RADIOv2.5-L (0.3B) | 77.35 | Not recorded | 694b737353fdd5c361739932 | | RADIOv2.5-L (0.3B) | 77.1 | Not recorded | 694b737353fdd5c361739932 | | RADIOv2.5-H (0.6B) | 77.03 | Not recorded | 694b737353fdd5c361739932 | | RADIOv2.5-L (0.3B) | 75.09 | Not recorded | 694b737353fdd5c361739932 | ### Teachers Top-1 Acc: 80.82. Result ID: 699816b85698665ec470966f. [Reporting paper]() Recorded evaluation configuration: {"Budget":null,"Head":"SigLIP2","Resolution":"512x512"}. This record does not assert independent reproduction. ### AMoE Top-1 Acc: 80.17. Result ID: 699816b85698665ec4709678. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Budget":"0.23TT","Head":"Ensemble","Resolution":"512x512"}. This record does not assert independent reproduction. ### Teachers Top-1 Acc: 79.73. Result ID: 699816b85698665ec470966e. [Reporting paper]() Recorded evaluation configuration: {"Budget":null,"Head":"DINOv3","Resolution":"512x512"}. This record does not assert independent reproduction. ### RADIOv2.5-H (0.6B) Top-1 Acc: 78.94. Result ID: 699816b85698665ec4709675. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Budget":"1.1TT","Head":"Ensemble","Resolution":"512x512"}. This record does not assert independent reproduction. ### RADIOv2.5-H (0.6B) Top-1 Acc: 78.69. Result ID: 699816b85698665ec4709673. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Budget":"1.1TT","Head":"CLIP","Resolution":"512x512"}. This record does not assert independent reproduction. ### AMoE Top-1 Acc: 78.26. Result ID: 699816b85698665ec4709676. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Budget":"0.23TT","Head":"DINOv3","Resolution":"512x512"}. This record does not assert independent reproduction. ### AMoE Top-1 Acc: 77.66. Result ID: 699816b85698665ec4709677. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Budget":"0.23TT","Head":"SigLIP2","Resolution":"512x512"}. This record does not assert independent reproduction. ### RADIOv2.5-L (0.3B) Top-1 Acc: 77.35. Result ID: 699816b85698665ec4709672. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Budget":"1.1TT","Head":"Ensemble","Resolution":"512x512"}. This record does not assert independent reproduction. ### RADIOv2.5-L (0.3B) Top-1 Acc: 77.1. Result ID: 699816b85698665ec4709670. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Budget":"1.1TT","Head":"CLIP","Resolution":"512x512"}. This record does not assert independent reproduction. ### RADIOv2.5-H (0.6B) Top-1 Acc: 77.03. Result ID: 699816b85698665ec4709674. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Budget":"1.1TT","Head":"SigLIP","Resolution":"512x512"}. This record does not assert independent reproduction. ### RADIOv2.5-L (0.3B) Top-1 Acc: 75.09. Result ID: 699816b85698665ec4709671. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Budget":"1.1TT","Head":"SigLIP","Resolution":"512x512"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.