# Image Classification on ImageNet 16-shot 10% label corruption Source: [Image Classification on ImageNet 16-shot 10% label corruption]() Collection index: [llms.txt]() Data updated: 2026-05-26T10:18:56.241Z Evaluation of Image Classification performance on ImageNet under a 16-shot learning setup with 10% label corruption applied. 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) | ImageNet 16-shot 10% label corruption | | 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 | | --- | --- | --- | --- | | SCAN | 69.37 | Not recorded | 68fa78971e209131cea792d5 | | SimNL | 65.82 | Not recorded | 68fa78971e209131cea792d5 | | SimNL | 65.54 | Not recorded | 68fa78971e209131cea792d5 | | Tip-Adapter-F | 65.25 | Not recorded | 68fa78971e209131cea792d5 | | Tip-Adapter-F | 64.93 | Not recorded | 68fa78971e209131cea792d5 | ### SCAN Accuracy: 69.37. Result ID: 6a15718dfbc373592c0d6ac4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of shots":"16"}. This record does not assert independent reproduction. ### SimNL Accuracy: 65.82. Result ID: 6a15718dfbc373592c0d6ac3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of shots":"16","Reweighting":"true"}. This record does not assert independent reproduction. ### SimNL Accuracy: 65.54. Result ID: 6a15718dfbc373592c0d6ac2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of shots":"16","Reweighting":"false"}. This record does not assert independent reproduction. ### Tip-Adapter-F Accuracy: 65.25. Result ID: 6a15718dfbc373592c0d6ac1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of shots":"16","Reweighting":"true"}. This record does not assert independent reproduction. ### Tip-Adapter-F Accuracy: 64.93. Result ID: 6a15718dfbc373592c0d6ac0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of shots":"16","Reweighting":"false"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.