# Image Classification on CIFAR-100 (Average Robust Accuracy) Source: [Image Classification on CIFAR-100 (Average Robust Accuracy)]() Collection index: [llms.txt]() Data updated: 2026-04-07T09:42:43.396Z Evaluation of Image Classification performance on the CIFAR-100 dataset, specifically reporting the Average Robust Accuracy metric. 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 | | Metric | Average Robust Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 15 of 15 | | 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 - [Average Robust Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Average Robust Accuracy | Result date | Report paper | | --- | --- | --- | --- | | ATAC | 86.27 | Not recorded | 6923e676d6b0dd334292eee0 | | Comp-TGA | 19.36 | Not recorded | 69bcd4780636e5bf4afc2992 | | TGA-ZSR | 14.43 | Not recorded | 69bcd4780636e5bf4afc2992 | | PMG-AFT | 13.29 | Not recorded | 69bcd4780636e5bf4afc2992 | | LAAT | 12.87 | Not recorded | 69bcd4780636e5bf4afc2992 | | ATAC | 11.25 | Not recorded | 6923e676d6b0dd334292eee0 | | FT-Adv. | 11.06 | Not recorded | 69bcd4780636e5bf4afc2992 | | TTC | 9.06 | Not recorded | 6923e676d6b0dd334292eee0 | | TeCoA | 8.12 | Not recorded | 69bcd4780636e5bf4afc2992 | | ATAC | 5.83 | Not recorded | 6923e676d6b0dd334292eee0 | | FT-Clean | 4.65 | Not recorded | 69bcd4780636e5bf4afc2992 | | FARE | 4.23 | Not recorded | 69bcd4780636e5bf4afc2992 | | TTC | 1.67 | Not recorded | 6923e676d6b0dd334292eee0 | | TTC | 0.83 | Not recorded | 6923e676d6b0dd334292eee0 | | CLIP | 0.12 | Not recorded | 69bcd4780636e5bf4afc2992 | ### ATAC Average Robust Accuracy: 86.27. Result ID: 69d4d19047f34ce924bcfe0c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack Strategy":"PGD","Epsilon":"4/255"}. This record does not assert independent reproduction. ### Comp-TGA Average Robust Accuracy: 19.36. Result ID: 69bd12d047f34ce924a76f7a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Zero-shot":"true"}. This record does not assert independent reproduction. ### TGA-ZSR Average Robust Accuracy: 14.43. Result ID: 69bd12d047f34ce924a76f79. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Zero-shot":"true"}. This record does not assert independent reproduction. ### PMG-AFT Average Robust Accuracy: 13.29. Result ID: 69bd12d047f34ce924a76f78. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Zero-shot":"true"}. This record does not assert independent reproduction. ### LAAT Average Robust Accuracy: 12.87. Result ID: 69bd12d047f34ce924a76f77. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Zero-shot":"true"}. This record does not assert independent reproduction. ### ATAC Average Robust Accuracy: 11.25. Result ID: 69d4d19047f34ce924bcfe10. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack Strategy":"Avoid","Epsilon":"4/255","Running time (s)":"0.652"}. This record does not assert independent reproduction. ### FT-Adv. Average Robust Accuracy: 11.06. Result ID: 69bd12d047f34ce924a76f74. [Reporting paper]() Recorded evaluation configuration: {"Zero-shot":"true"}. This record does not assert independent reproduction. ### TTC Average Robust Accuracy: 9.06. Result ID: 69d4d19047f34ce924bcfe0b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Attack Strategy":"PGD","Epsilon":"4/255"}. This record does not assert independent reproduction. ### TeCoA Average Robust Accuracy: 8.12. Result ID: 69bd12d047f34ce924a76f75. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Zero-shot":"true"}. This record does not assert independent reproduction. ### ATAC Average Robust Accuracy: 5.83. Result ID: 69d4d19047f34ce924bcfe0e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack Strategy":"Lure","Epsilon":"4/255","Running time (s)":"0.650"}. This record does not assert independent reproduction. ### FT-Clean Average Robust Accuracy: 4.65. Result ID: 69bd12d047f34ce924a76f73. [Reporting paper]() Recorded evaluation configuration: {"Zero-shot":"true"}. This record does not assert independent reproduction. ### FARE Average Robust Accuracy: 4.23. Result ID: 69bd12d047f34ce924a76f76. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Zero-shot":"true"}. This record does not assert independent reproduction. ### TTC Average Robust Accuracy: 1.67. Result ID: 69d4d19047f34ce924bcfe0f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Attack Strategy":"Avoid","Epsilon":"4/255","Running time (s)":"0.114"}. This record does not assert independent reproduction. ### TTC Average Robust Accuracy: 0.83. Result ID: 69d4d19047f34ce924bcfe0d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Attack Strategy":"Lure","Epsilon":"4/255","Running time (s)":"0.150"}. This record does not assert independent reproduction. ### CLIP Average Robust Accuracy: 0.12. Result ID: 69bd12d047f34ce924a76f72. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Zero-shot":"true"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.