# Corrupted-sample detection on ImageNet 100 Source: [Corrupted-sample detection on ImageNet 100]() Collection index: [llms.txt]() Data updated: 2026-07-02T09:45:31.639Z Evaluation of model performance on detecting corrupted samples within the ImageNet 100 dataset subset. 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 | Corrupted-sample detection | | Dataset (including any stated split) | ImageNet 100 | | Metric | F1 Score | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 7 of 7 | | 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 - [F1 Score](): Higher is better; unit: PERCENT. ## Recorded results | Method | F1 Score | Result date | Report paper | | --- | --- | --- | --- | | NDDV | 98 | Not recorded | 68fa7c3c1e209131cea8d150 | | Data-OOB | 94 | Not recorded | 68fa7c3c1e209131cea8d150 | | KNN Shapley | 89 | Not recorded | 68fa7c3c1e209131cea8d150 | | GhostSuite | 43 | Not recorded | 68fa7c3c1e209131cea8d150 | | AME | 11 | Not recorded | 68fa7c3c1e209131cea8d150 | | LAVA | 10 | Not recorded | 68fa7c3c1e209131cea8d150 | | DU-Shapley | 10 | Not recorded | 68fa7c3c1e209131cea8d150 | ### NDDV F1 Score: 98. Result ID: 6a46333860b88bb3398653f0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"n":"10,000"}. This record does not assert independent reproduction. ### Data-OOB F1 Score: 94. Result ID: 6a46333860b88bb3398653ec. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"n":"10,000"}. This record does not assert independent reproduction. ### KNN Shapley F1 Score: 89. Result ID: 6a46333860b88bb3398653ea. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"n":"10,000"}. This record does not assert independent reproduction. ### GhostSuite F1 Score: 43. Result ID: 6a46333860b88bb3398653ef. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"n":"10,000"}. This record does not assert independent reproduction. ### AME F1 Score: 11. Result ID: 6a46333860b88bb3398653eb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"n":"10,000"}. This record does not assert independent reproduction. ### LAVA F1 Score: 10. Result ID: 6a46333860b88bb3398653ed. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"n":"10,000"}. This record does not assert independent reproduction. ### DU-Shapley F1 Score: 10. Result ID: 6a46333860b88bb3398653ee. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"n":"10,000"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.