# Image Classification on CIFAR100 (test) (IDN Robustness Levels 20-50%) Source: [Image Classification on CIFAR100 (test) (IDN Robustness Levels 20-50%)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:46:50.641Z Evaluation of Image Classification performance on the CIFAR-100 test set, measuring robustness using the IDN metric across noise levels of 20%, 30%, 40%, 45%, and 50%. 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) | CIFAR100 (test) | | Metric | IDN (20%) | | 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 - [IDN (20%)](): Higher is better; unit: PERCENT. - [IDN (30%)](): Higher is better; unit: PERCENT. - [IDN (40%)](): Higher is better; unit: PERCENT. - [IDN (45%)](): Higher is better; unit: PERCENT. - [IDN (50%)](): Higher is better; unit: PERCENT. ## Recorded results | Method | IDN (20%) | Result date | Report paper | | --- | --- | --- | --- | | CausalNL | 41.47 | Not recorded | 68fa6cb81e209131cea35949 | | MentorNet | 38.91 | Not recorded | 68fa6cb81e209131cea35949 | | Co-teaching | 37.96 | Not recorded | 68fa6cb81e209131cea35949 | | T-Revision | 37.24 | Not recorded | 68fa6cb81e209131cea35949 | | Reweight | 36.73 | Not recorded | 68fa6cb81e209131cea35949 | | Decoupling | 36.53 | Not recorded | 68fa6cb81e209131cea35949 | | Forward | 36.38 | Not recorded | 68fa6cb81e209131cea35949 | | Mixup | 32.92 | Not recorded | 68fa6cb81e209131cea35949 | | CE | 30.42 | Not recorded | 68fa6cb81e209131cea35949 | ### CausalNL IDN (20%): 41.47. Result ID: 698f36373a6c314849f70cf4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MentorNet IDN (20%): 38.91. Result ID: 698f36373a6c314849f70cef. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Co-teaching IDN (20%): 37.96. Result ID: 698f36373a6c314849f70ced. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### T-Revision IDN (20%): 37.24. Result ID: 698f36373a6c314849f70cf3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Reweight IDN (20%): 36.73. Result ID: 698f36373a6c314849f70cf2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Decoupling IDN (20%): 36.53. Result ID: 698f36373a6c314849f70cee. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Forward IDN (20%): 36.38. Result ID: 698f36373a6c314849f70cf1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Mixup IDN (20%): 32.92. Result ID: 698f36373a6c314849f70cf0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CE IDN (20%): 30.42. Result ID: 698f36373a6c314849f70cec. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.