# Image Classification on MNIST (Top-1 Accuracy) Source: [Image Classification on MNIST (Top-1 Accuracy)]() Collection index: [llms.txt]() Data updated: 2026-03-04T20:09:31.003Z Standard evaluation of Image Classification performance on the MNIST dataset, reporting Top-1 Accuracy. 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) | MNIST | | Metric | Top-1 Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 9 of 9 | | 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 Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Top-1 Accuracy | Result date | Report paper | | --- | --- | --- | --- | | CLIP | 63.6 | Not recorded | 69a7bc7a2d603e6de3e3d410 | | ITO | 58.1 | Not recorded | 69a7bc7a2d603e6de3e3d410 | | SLIP | 57 | Not recorded | 69a7bc7a2d603e6de3e3d410 | | SigLIP | 12.9 | Not recorded | 69a7bc7a2d603e6de3e3d410 | | ITO sub2 | 11.9 | Not recorded | 69a7bc7a2d603e6de3e3d410 | | ITO | 10.3 | Not recorded | 69a7bc7a2d603e6de3e3d410 | | CLIP | 9.6 | Not recorded | 69a7bc7a2d603e6de3e3d410 | | SLIP | 9 | Not recorded | 69a7bc7a2d603e6de3e3d410 | | FLAIR | 4.6 | Not recorded | 69a7bc7a2d603e6de3e3d410 | ### CLIP Top-1 Accuracy: 63.6. Result ID: 69a8915b6dbb7075b95133b8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Zero-shot":"true","Backbone":"ViT-B/16","Pre-training Dataset":"Laion100M","Epochs":"30"}. This record does not assert independent reproduction. ### ITO Top-1 Accuracy: 58.1. Result ID: 69a8915b6dbb7075b95133ba. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Zero-shot":"true","Backbone":"ViT-B/16","Pre-training Dataset":"Laion100M","Epochs":"30"}. This record does not assert independent reproduction. ### SLIP Top-1 Accuracy: 57. Result ID: 69a8915b6dbb7075b95133b9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Zero-shot":"true","Backbone":"ViT-B/16","Pre-training Dataset":"Laion100M","Epochs":"30"}. This record does not assert independent reproduction. ### SigLIP Top-1 Accuracy: 12.9. Result ID: 69a8915b6dbb7075b9513486. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pre-training Dataset":"CC12M","Backbone":"ViT-B/16","Epochs":"30","Evaluation protocol":"Zero-shot"}. This record does not assert independent reproduction. ### ITO sub2 Top-1 Accuracy: 11.9. Result ID: 69a8915b6dbb7075b9513489. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pre-training Dataset":"CC12M","Backbone":"ViT-B/16","Epochs":"30","Evaluation protocol":"Zero-shot"}. This record does not assert independent reproduction. ### ITO Top-1 Accuracy: 10.3. Result ID: 69a8915b6dbb7075b9513488. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pre-training Dataset":"CC12M","Backbone":"ViT-B/16","Epochs":"30","Evaluation protocol":"Zero-shot"}. This record does not assert independent reproduction. ### CLIP Top-1 Accuracy: 9.6. Result ID: 69a8915b6dbb7075b9513484. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Pre-training Dataset":"CC12M","Backbone":"ViT-B/16","Epochs":"30","Evaluation protocol":"Zero-shot"}. This record does not assert independent reproduction. ### SLIP Top-1 Accuracy: 9. Result ID: 69a8915b6dbb7075b9513485. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pre-training Dataset":"CC12M","Backbone":"ViT-B/16","Epochs":"30","Evaluation protocol":"Zero-shot"}. This record does not assert independent reproduction. ### FLAIR Top-1 Accuracy: 4.6. Result ID: 69a8915b6dbb7075b9513487. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Pre-training Dataset":"CC12M","Backbone":"ViT-B/16","Epochs":"30","Evaluation protocol":"Zero-shot"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.