# Image Classification on CIFAR-10 (ACC and ASR) Source: [Image Classification on CIFAR-10 (ACC and ASR)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:21:49.640Z Evaluation of standard Image Classification performance on the CIFAR-10 dataset, focusing on Accuracy (ACC) and Accuracy/Success Rate (ASR). 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-10 | | Metric | ACC | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 14 of 14 | | 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 - [ACC](): Higher is better; unit: PERCENT. - [ASR](): Higher is better; unit: PERCENT. ## Recorded results | Method | ACC | Result date | Report paper | | --- | --- | --- | --- | | HPE | 84.92 | Not recorded | 698181a8a8b01e76cc8e2791 | | Benign | 84.81 | Not recorded | 698181a8a8b01e76cc8e2791 | | BadEncoder | 82.62 | Not recorded | 698181a8a8b01e76cc8e2791 | | BASSL | 81.46 | Not recorded | 698181a8a8b01e76cc8e2791 | | EmInspector | 81.12 | Not recorded | 698181a8a8b01e76cc8e2791 | | HPE | 80.71 | Not recorded | 698181a8a8b01e76cc8e2791 | | Benign | 80.41 | Not recorded | 698181a8a8b01e76cc8e2791 | | BADFSS | 80.34 | Not recorded | 698181a8a8b01e76cc8e2791 | | CTRL | 79.82 | Not recorded | 698181a8a8b01e76cc8e2791 | | BadEncoder | 78.84 | Not recorded | 698181a8a8b01e76cc8e2791 | | EmInspector | 78.65 | Not recorded | 698181a8a8b01e76cc8e2791 | | CTRL | 77.52 | Not recorded | 698181a8a8b01e76cc8e2791 | | BASSL | 76.34 | Not recorded | 698181a8a8b01e76cc8e2791 | | BADFSS | 74.64 | Not recorded | 698181a8a8b01e76cc8e2791 | ### HPE ACC: 84.92. Result ID: 6996e0a95698665ec42d213b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pre-train Dataset":"STL-10"}. This record does not assert independent reproduction. ### Benign ACC: 84.81. Result ID: 6996e0a95698665ec42d2135. [Reporting paper]() Recorded evaluation configuration: {"Pre-train Dataset":"STL-10"}. This record does not assert independent reproduction. ### BadEncoder ACC: 82.62. Result ID: 6996e0a95698665ec42d2136. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pre-train Dataset":"STL-10"}. This record does not assert independent reproduction. ### BASSL ACC: 81.46. Result ID: 6996e0a95698665ec42d2137. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Pre-train Dataset":"STL-10"}. This record does not assert independent reproduction. ### EmInspector ACC: 81.12. Result ID: 6996e0a95698665ec42d213a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pre-train Dataset":"STL-10"}. This record does not assert independent reproduction. ### HPE ACC: 80.71. Result ID: 6996e0a95698665ec42d2142. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pre-train Dataset":"CIFAR-100"}. This record does not assert independent reproduction. ### Benign ACC: 80.41. Result ID: 6996e0a95698665ec42d213c. [Reporting paper]() Recorded evaluation configuration: {"Pre-train Dataset":"CIFAR-100"}. This record does not assert independent reproduction. ### BADFSS ACC: 80.34. Result ID: 6996e0a95698665ec42d2139. [Reporting paper]() Recorded evaluation configuration: {"Pre-train Dataset":"STL-10"}. This record does not assert independent reproduction. ### CTRL ACC: 79.82. Result ID: 6996e0a95698665ec42d2138. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pre-train Dataset":"STL-10"}. This record does not assert independent reproduction. ### BadEncoder ACC: 78.84. Result ID: 6996e0a95698665ec42d213d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pre-train Dataset":"CIFAR-100"}. This record does not assert independent reproduction. ### EmInspector ACC: 78.65. Result ID: 6996e0a95698665ec42d2141. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pre-train Dataset":"CIFAR-100"}. This record does not assert independent reproduction. ### CTRL ACC: 77.52. Result ID: 6996e0a95698665ec42d213f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pre-train Dataset":"CIFAR-100"}. This record does not assert independent reproduction. ### BASSL ACC: 76.34. Result ID: 6996e0a95698665ec42d213e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Pre-train Dataset":"CIFAR-100"}. This record does not assert independent reproduction. ### BADFSS ACC: 74.64. Result ID: 6996e0a95698665ec42d2140. [Reporting paper]() Recorded evaluation configuration: {"Pre-train Dataset":"CIFAR-100"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.