# Image Classification on Stanford Cars (Robust Accuracy) Source: [Image Classification on Stanford Cars (Robust Accuracy)]() Collection index: [llms.txt]() Data updated: 2026-04-23T07:35:03.935Z Evaluation of Image Classification performance on the Stanford Cars dataset, reporting Robust Accuracy, typically under adversarial 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) | Stanford Cars | | Metric | Robust Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 7 of 7 | | 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 - [Robust Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Robust Accuracy | Result date | Report paper | | --- | --- | --- | --- | | Ours (5 trees) | 22.25 | Not recorded | 69e85bd47d0172140ec81123 | | AoS | 21.25 | Not recorded | 69e85bd47d0172140ec81123 | | Ours | 20.88 | Not recorded | 69e85bd47d0172140ec81123 | | FARE | 17.44 | Not recorded | 69e85bd47d0172140ec81123 | | PMG-FT | 16.74 | Not recorded | 69e85bd47d0172140ec81123 | | TeCoA | 13.08 | Not recorded | 69e85bd47d0172140ec81123 | | CLIP | 0.27 | Not recorded | 69e85bd47d0172140ec81123 | ### Ours (5 trees) Robust Accuracy: 22.25. Result ID: 69e9cb8a47f34ce924d09e33. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Zero-shot":"true","Adversarial fine-tuning":"ImageNet","PGD attack steps":"20","Perturbation radius (epsilon)":"1/255","Number of trees":"5"}. This record does not assert independent reproduction. ### AoS Robust Accuracy: 21.25. Result ID: 69e9cb8a47f34ce924d09e31. [Reporting paper]() Recorded evaluation configuration: {"Zero-shot":"true","Adversarial fine-tuning":"ImageNet","PGD attack steps":"20","Perturbation radius (epsilon)":"1/255"}. This record does not assert independent reproduction. ### Ours Robust Accuracy: 20.88. Result ID: 69e9cb8a47f34ce924d09e32. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Zero-shot":"true","Adversarial fine-tuning":"ImageNet","PGD attack steps":"20","Perturbation radius (epsilon)":"1/255"}. This record does not assert independent reproduction. ### FARE Robust Accuracy: 17.44. Result ID: 69e9cb8a47f34ce924d09e30. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Zero-shot":"true","Adversarial fine-tuning":"ImageNet","PGD attack steps":"20","Perturbation radius (epsilon)":"1/255"}. This record does not assert independent reproduction. ### PMG-FT Robust Accuracy: 16.74. Result ID: 69e9cb8a47f34ce924d09e2f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Zero-shot":"true","Adversarial fine-tuning":"ImageNet","PGD attack steps":"20","Perturbation radius (epsilon)":"1/255"}. This record does not assert independent reproduction. ### TeCoA Robust Accuracy: 13.08. Result ID: 69e9cb8a47f34ce924d09e2e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Zero-shot":"true","Adversarial fine-tuning":"ImageNet","PGD attack steps":"20","Perturbation radius (epsilon)":"1/255"}. This record does not assert independent reproduction. ### CLIP Robust Accuracy: 0.27. Result ID: 69e9cb8a47f34ce924d09e2d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Zero-shot":"true","Adversarial fine-tuning":"ImageNet","PGD attack steps":"20","Perturbation radius (epsilon)":"1/255"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.