# Image Classification on CIFAR-100 (test) (PMD/U/A Metrics) Source: [Image Classification on CIFAR-100 (test) (PMD/U/A Metrics)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:55:07.914Z Evaluation of Image Classification performance on the CIFAR-100 test set using specific metrics related to PMD (Perturbation Magnitude Distance), Uniform (U), and Asymmetric (A) evaluation conditions. 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 (test) | | Metric | PMD Accuracy (35%) | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 12 of 12 | | 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 - [PMD Accuracy (35%)](): Higher is better; unit: PERCENT. - [PMD Accuracy (70%)](): Higher is better; unit: PERCENT. - [PMD/U Accuracy (35%/30%)](): Higher is better; unit: PERCENT. - [PMD/U Accuracy (35%/60%)](): Higher is better; unit: PERCENT. - [PMD/A Accuracy (35%/30%)](): Higher is better; unit: PERCENT. ## Recorded results | Method | PMD Accuracy (35%) | Result date | Report paper | | --- | --- | --- | --- | | LRA-diffusion | 81.91 | Not recorded | 68fa71551e209131cea5093c | | CLIP KNN | 79.58 | Not recorded | 68fa71551e209131cea5093c | | C2D | 69.28 | Not recorded | 68fa71551e209131cea5093c | | LRA-diffusion | 61.39 | Not recorded | 68fa71551e209131cea5093c | | PLC | 60.01 | Not recorded | 68fa71551e209131cea5093c | | CC | 59.44 | Not recorded | 68fa71551e209131cea5093c | | GCE | 58.37 | Not recorded | 68fa71551e209131cea5093c | | Standard | 57.68 | Not recorded | 68fa71551e209131cea5093c | | LRT | 56.74 | Not recorded | 68fa71551e209131cea5093c | | Co-teaching+ | 56.7 | Not recorded | 68fa71551e209131cea5093c | | SL | 55.2 | Not recorded | 68fa71551e209131cea5093c | | SimCLR KNN | 54.22 | Not recorded | 68fa71551e209131cea5093c | ### LRA-diffusion PMD Accuracy (35%): 81.91. Result ID: 6991a84f3a6c31484909b4f2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Pre-trained Encoder":"CLIP"}. This record does not assert independent reproduction. ### CLIP KNN PMD Accuracy (35%): 79.58. Result ID: 6991a84f3a6c31484909b4f1. [Reporting paper]() Recorded evaluation configuration: {"Pre-trained Encoder":"CLIP","Evaluation Protocol":"KNN"}. This record does not assert independent reproduction. ### C2D PMD Accuracy (35%): 69.28. Result ID: 6991a84f3a6c31484909b4ef. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Pre-trained Encoder":"SimCLR"}. This record does not assert independent reproduction. ### LRA-diffusion PMD Accuracy (35%): 61.39. Result ID: 6991a84f3a6c31484909b4f0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Pre-trained Encoder":"SimCLR"}. This record does not assert independent reproduction. ### PLC PMD Accuracy (35%): 60.01. Result ID: 6991a84f3a6c31484909b4ed. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CC PMD Accuracy (35%): 59.44. Result ID: 6991a84f3a6c31484909b4ec. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GCE PMD Accuracy (35%): 58.37. Result ID: 6991a84f3a6c31484909b4e9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Standard PMD Accuracy (35%): 57.68. Result ID: 6991a84f3a6c31484909b4e7. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LRT PMD Accuracy (35%): 56.74. Result ID: 6991a84f3a6c31484909b4eb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Co-teaching+ PMD Accuracy (35%): 56.7. Result ID: 6991a84f3a6c31484909b4e8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SL PMD Accuracy (35%): 55.2. Result ID: 6991a84f3a6c31484909b4ea. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SimCLR KNN PMD Accuracy (35%): 54.22. Result ID: 6991a84f3a6c31484909b4ee. [Reporting paper]() Recorded evaluation configuration: {"Pre-trained Encoder":"SimCLR","Evaluation Protocol":"KNN"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.