# Image Classification on ImageNet-Adversarial (target) Source: [Image Classification on ImageNet-Adversarial (target)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:31:59.808Z Image Classification accuracy evaluation on the specific target configuration/split of the ImageNet-Adversarial dataset. 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) | ImageNet-Adversarial (-A) (target) | | Metric | Accuracy | | 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 - [Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | VaMP | 51.97 | Not recorded | 692d2153d6b0dd33429319bc | | MMRL | 51.2 | Not recorded | 692d2153d6b0dd33429319bc | | MMA | 51.12 | Not recorded | 692d2153d6b0dd33429319bc | | MMA | 51.12 | Not recorded | 69326746d6b0dd33429344c6 | | MaPLe | 50.9 | Not recorded | 692d2153d6b0dd33429319bc | | PromptSRC | 50.9 | Not recorded | 692d2153d6b0dd33429319bc | | MaPLe | 50.9 | Not recorded | 69326746d6b0dd33429344c6 | | CoOpOp | 50.63 | Not recorded | 692d2153d6b0dd33429319bc | | CoOp | 50.63 | Not recorded | 69326746d6b0dd33429344c6 | | FARL | 50.57 | Not recorded | 69326746d6b0dd33429344c6 | | MMRL | 50.13 | Not recorded | 69326746d6b0dd33429344c6 | | CoOp | 49.71 | Not recorded | 692d2153d6b0dd33429319bc | | CLIP | 47.77 | Not recorded | 692d2153d6b0dd33429319bc | | CLIP | 47.77 | Not recorded | 69326746d6b0dd33429344c6 | ### VaMP Accuracy: 51.97. Result ID: 6995e14c3badfaffe6e8b75e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MMRL Accuracy: 51.2. Result ID: 6995e14c3badfaffe6e8b75d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MMA Accuracy: 51.12. Result ID: 6995e14c3badfaffe6e8b75c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MMA Accuracy: 51.12. Result ID: 699893e85698665ec4f5bfd3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MaPLe Accuracy: 50.9. Result ID: 6995e14c3badfaffe6e8b75a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### PromptSRC Accuracy: 50.9. Result ID: 6995e14c3badfaffe6e8b75b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MaPLe Accuracy: 50.9. Result ID: 699893e85698665ec4f5bfd2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CoOpOp Accuracy: 50.63. Result ID: 6995e14c3badfaffe6e8b759. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CoOp Accuracy: 50.63. Result ID: 699893e85698665ec4f5bfd1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FARL Accuracy: 50.57. Result ID: 699893e85698665ec4f5bfd5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MMRL Accuracy: 50.13. Result ID: 699893e85698665ec4f5bfd4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CoOp Accuracy: 49.71. Result ID: 6995e14c3badfaffe6e8b758. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CLIP Accuracy: 47.77. Result ID: 6995e14c3badfaffe6e8b757. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CLIP Accuracy: 47.77. Result ID: 699893e85698665ec4f5bfd0. [Reporting paper]() [Method origin paper]() [Implementation]() 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.