# Image Classification on CIFAR-100 (test) (Accuracy Drop) Source: [Image Classification on CIFAR-100 (test) (Accuracy Drop)]() Collection index: [llms.txt]() Data updated: 2026-03-10T11:54:19.422Z Evaluation of Image Classification performance on the CIFAR-100 test set, specifically reporting the drop in accuracy, typically measured against a clean baseline or under specific robustness 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 | Accuracy Drop | | Unit | SCALAR | | Direction | Lower 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 - [Accuracy Drop](): Lower is better; unit: SCALAR. ## Recorded results | Method | Accuracy Drop | Result date | Report paper | | --- | --- | --- | --- | | ProAct | 4.4 | Not recorded | 68fa73891e209131cea5d0d0 | | ProAct | 5.28 | Not recorded | 68fa73891e209131cea5d0d0 | | FitAct | 6.31 | Not recorded | 68fa73891e209131cea5d0d0 | | FitAct | 6.34 | Not recorded | 68fa73891e209131cea5d0d0 | | FT-ClipAct | 6.74 | Not recorded | 68fa73891e209131cea5d0d0 | | FT-ClipAct | 7.89 | Not recorded | 68fa73891e209131cea5d0d0 | | ProAct | 9.37 | Not recorded | 68fa73891e209131cea5d0d0 | | FitAct | 11.24 | Not recorded | 68fa73891e209131cea5d0d0 | | FT-ClipAct | 12.75 | Not recorded | 68fa73891e209131cea5d0d0 | ### ProAct Accuracy Drop: 4.4. Result ID: 69b0065a6dbb7075b959a3ac. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"VGG-16","BER":"1E-7"}. This record does not assert independent reproduction. ### ProAct Accuracy Drop: 5.28. Result ID: 69b0065a6dbb7075b959a3a9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"AlexNet","BER":"3E-7"}. This record does not assert independent reproduction. ### FitAct Accuracy Drop: 6.31. Result ID: 69b0065a6dbb7075b959a3a8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"AlexNet","BER":"3E-7"}. This record does not assert independent reproduction. ### FitAct Accuracy Drop: 6.34. Result ID: 69b0065a6dbb7075b959a3ab. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"VGG-16","BER":"1E-7"}. This record does not assert independent reproduction. ### FT-ClipAct Accuracy Drop: 6.74. Result ID: 69b0065a6dbb7075b959a3aa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"VGG-16","BER":"1E-7"}. This record does not assert independent reproduction. ### FT-ClipAct Accuracy Drop: 7.89. Result ID: 69b0065a6dbb7075b959a3a7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"AlexNet","BER":"3E-7"}. This record does not assert independent reproduction. ### ProAct Accuracy Drop: 9.37. Result ID: 69b0065a6dbb7075b959a3af. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50","BER":"3E-7"}. This record does not assert independent reproduction. ### FitAct Accuracy Drop: 11.24. Result ID: 69b0065a6dbb7075b959a3ae. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50","BER":"3E-7"}. This record does not assert independent reproduction. ### FT-ClipAct Accuracy Drop: 12.75. Result ID: 69b0065a6dbb7075b959a3ad. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50","BER":"3E-7"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.