# Image Classification on CIFAR-100 (Top-1 Accuracy) Source: [Image Classification on CIFAR-100 (Top-1 Accuracy)]() Collection index: [llms.txt]() Data updated: 2026-04-23T07:35:04.733Z Evaluation of standard Image Classification performance on the CIFAR-100 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) | CIFAR-100 | | Metric | Top-1 Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 13 of 13 | | 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 | | --- | --- | --- | --- | | ITO | 83.8 | Not recorded | 69a7bc7a2d603e6de3e3d410 | | ITO sub2 | 82.4 | Not recorded | 69a7bc7a2d603e6de3e3d410 | | CLIP | 80.9 | Not recorded | 69a7bc7a2d603e6de3e3d410 | | ITO | 75 | Not recorded | 69a7bc7a2d603e6de3e3d410 | | CLIP | 69.8 | Not recorded | 69a7bc7a2d603e6de3e3d410 | | SLIP | 68.9 | Not recorded | 69a7bc7a2d603e6de3e3d410 | | Ours | 62.87 | Not recorded | 69e85bd47d0172140ec81123 | | Ours | 62.77 | Not recorded | 69e85bd47d0172140ec81123 | | CLIP | 62.29 | Not recorded | 69e85bd47d0172140ec81123 | | AoS | 61.98 | Not recorded | 69e85bd47d0172140ec81123 | | FARE | 60.75 | Not recorded | 69e85bd47d0172140ec81123 | | PMG-FT | 51.92 | Not recorded | 69e85bd47d0172140ec81123 | | TeCoA | 46.31 | Not recorded | 69e85bd47d0172140ec81123 | ### ITO Top-1 Accuracy: 83.8. Result ID: 69a8915b6dbb7075b9513305. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-L/16","Pre-training Dataset":"DataComp-1B","Training Epochs":"1","Evaluation Protocol":"Zero-shot"}. This record does not assert independent reproduction. ### ITO sub2 Top-1 Accuracy: 82.4. Result ID: 69a8915b6dbb7075b9513306. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-L/16","Pre-training Dataset":"DataComp-1B","Training Epochs":"1","Evaluation Protocol":"Zero-shot"}. This record does not assert independent reproduction. ### CLIP Top-1 Accuracy: 80.9. Result ID: 69a8915b6dbb7075b9513304. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-L/16","Pre-training Dataset":"DataComp-1B","Training Epochs":"1","Evaluation Protocol":"Zero-shot"}. This record does not assert independent reproduction. ### ITO Top-1 Accuracy: 75. Result ID: 69a8915b6dbb7075b95133ab. [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. ### CLIP Top-1 Accuracy: 69.8. Result ID: 69a8915b6dbb7075b95133a9. [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. ### SLIP Top-1 Accuracy: 68.9. Result ID: 69a8915b6dbb7075b95133aa. [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. ### Ours Top-1 Accuracy: 62.87. Result ID: 69e9cb8a47f34ce924d09da1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Configuration":"5 trees"}. This record does not assert independent reproduction. ### Ours Top-1 Accuracy: 62.77. Result ID: 69e9cb8a47f34ce924d09da0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Configuration":"1 tree"}. This record does not assert independent reproduction. ### CLIP Top-1 Accuracy: 62.29. Result ID: 69e9cb8a47f34ce924d09d9b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Year":"2021"}. This record does not assert independent reproduction. ### AoS Top-1 Accuracy: 61.98. Result ID: 69e9cb8a47f34ce924d09d9f. [Reporting paper]() Recorded evaluation configuration: {"Year":"2025"}. This record does not assert independent reproduction. ### FARE Top-1 Accuracy: 60.75. Result ID: 69e9cb8a47f34ce924d09d9e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Year":"2024"}. This record does not assert independent reproduction. ### PMG-FT Top-1 Accuracy: 51.92. Result ID: 69e9cb8a47f34ce924d09d9d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Year":"2024"}. This record does not assert independent reproduction. ### TeCoA Top-1 Accuracy: 46.31. Result ID: 69e9cb8a47f34ce924d09d9c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Year":"2023"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.