# Corruption Detection on ImageNet100 label noise Source: [Corruption Detection on ImageNet100 label noise]() Collection index: [llms.txt]() Data updated: 2026-07-02T09:45:31.510Z Evaluation of model capability to detect label corruption within the ImageNet-100 dataset, measured using F1, Recall-AUC, and delta 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 | Corruption Detection | | Dataset (including any stated split) | ImageNet100 label noise | | Metric | F1 Score | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 16 of 16 | | 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. - [Recall AUC](): Higher is better; unit: PERCENT. - [Delta Metric](): Higher is better; unit: SCALAR. ## Recorded results | Method | F1 Score | Result date | Report paper | | --- | --- | --- | --- | | GhostSuite | 100 | Not recorded | 68fa7c3c1e209131cea8d150 | | NDDV | 100 | Not recorded | 68fa7c3c1e209131cea8d150 | | NDDV | 98.5 | Not recorded | 68fa7c3c1e209131cea8d150 | | NDDV | 98 | Not recorded | 68fa7c3c1e209131cea8d150 | | NDDV | 98 | Not recorded | 68fa7c3c1e209131cea8d150 | | Data-OOB | 97.9 | Not recorded | 68fa7c3c1e209131cea8d150 | | Data-OOB | 93.7 | Not recorded | 68fa7c3c1e209131cea8d150 | | NDDV | 93.3 | Not recorded | 68fa7c3c1e209131cea8d150 | | LossVal | 86 | Not recorded | 68fa7c3c1e209131cea8d150 | | GhostSuite | 45.2 | Not recorded | 68fa7c3c1e209131cea8d150 | ### GhostSuite F1 Score: 100. Result ID: 6a46333860b88bb3398653b2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation":"Scale","Setting":"n = 100"}. This record does not assert independent reproduction. ### NDDV F1 Score: 100. Result ID: 6a46333860b88bb3398653b3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation":"Scale","Setting":"n = 100"}. This record does not assert independent reproduction. ### NDDV F1 Score: 98.5. Result ID: 6a46333860b88bb3398653b7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation":"Scale","Setting":"n = 1,000"}. This record does not assert independent reproduction. ### NDDV F1 Score: 98. Result ID: 6a46333860b88bb3398653af. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation":"Head-to-head","Setting":"10% label noise, n = 7,500"}. This record does not assert independent reproduction. ### NDDV F1 Score: 98. Result ID: 6a46333860b88bb3398653bb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation":"Scale","Setting":"n = 10,000"}. This record does not assert independent reproduction. ### Data-OOB F1 Score: 97.9. Result ID: 6a46333860b88bb3398653ae. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation":"Head-to-head","Setting":"10% label noise, n = 7,500"}. This record does not assert independent reproduction. ### Data-OOB F1 Score: 93.7. Result ID: 6a46333860b88bb3398653b0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation":"Label-noise mean","Setting":"Noise rates 5%–45%"}. This record does not assert independent reproduction. ### NDDV F1 Score: 93.3. Result ID: 6a46333860b88bb3398653b1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation":"Label-noise mean","Setting":"Noise rates 5%–45%"}. This record does not assert independent reproduction. ### LossVal F1 Score: 86. Result ID: 6a46333860b88bb3398653ba. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation":"Scale","Setting":"n = 10,000"}. This record does not assert independent reproduction. ### GhostSuite F1 Score: 45.2. Result ID: 6a46333860b88bb3398653b6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation":"Scale","Setting":"n = 1,000"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.