# Adversarial Fine-grained Classification on Cars Source: [Adversarial Fine-grained Classification on Cars]() Collection index: [llms.txt]() Data updated: 2026-06-08T07:11:17.563Z Evaluation of Fine-grained Classification performance on the Cars dataset, specifically reporting Clean Accuracy and Adversarial Accuracy. 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 | Fine-grained classification | | Dataset (including any stated split) | Cars | | Metric | Clean Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 31 of 31 | | 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 - [Clean Accuracy](): Higher is better; unit: PERCENT. - [Adversarial Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Clean Accuracy | Result date | Report paper | | --- | --- | --- | --- | | MTA | 67.7 | Not recorded | 6944dc1a423ea42265729b91 | | R-TPT | 67 | Not recorded | 6944dc1a423ea42265729b91 | | TPT | 66.3 | Not recorded | 6a264c5790966ade919be7e0 | | Ensemble | 65.7 | Not recorded | 6944dc1a423ea42265729b91 | | CLIP | 65.5 | Not recorded | 6944dc1a423ea42265729b91 | | CLIP | 65.5 | Not recorded | 6a264c5790966ade919be7e0 | | TTP | 65.4 | Not recorded | 6944dc1a423ea42265729b91 | | SS-TPT | 65.1 | Not recorded | 6a264c5790966ade919be7e0 | | Ensemble | 64.8 | Not recorded | 6a264c5790966ade919be7e0 | | R-TPT | 64.5 | Not recorded | 6a264c5790966ade919be7e0 | | MTA | 63.4 | Not recorded | 6944dc1a423ea42265729b91 | | TAPT | 63.2 | Not recorded | 6a264c5790966ade919be7e0 | | R-TPT | 63.1 | Not recorded | 6944dc1a423ea42265729b91 | | DOC | 62 | Not recorded | 6a264c5790966ade919be7e0 | | TTC | 60.9 | Not recorded | 6a264c5790966ade919be7e0 | | CLIP | 60.1 | Not recorded | 6944dc1a423ea42265729b91 | | TTP | 59.8 | Not recorded | 6944dc1a423ea42265729b91 | | MTA | 58.7 | Not recorded | 68fa7add1e209131cea8590d | | TPT | 58.4 | Not recorded | 68fa7add1e209131cea8590d | | R-TPT | 58.1 | Not recorded | 68fa7add1e209131cea8590d | | Ensemble | 57.1 | Not recorded | 68fa7add1e209131cea8590d | | C-TPT | 56.6 | Not recorded | 68fa7add1e209131cea8590d | | CLIP | 55.7 | Not recorded | 68fa7add1e209131cea8590d | | TTC | 55 | Not recorded | 6944dc1a423ea42265729b91 | | Ensemble | 51.7 | Not recorded | 6944dc1a423ea42265729b91 | | TTC | 48.1 | Not recorded | 6944dc1a423ea42265729b91 | | CLIP | 10.2 | Not recorded | 6a264c5790966ade919be7e0 | | TPT | 9.6 | Not recorded | 6a264c5790966ade919be7e0 | | SS-TPT | 6.4 | Not recorded | 6a264c5790966ade919be7e0 | | R-TPT | 6.1 | Not recorded | 6a264c5790966ade919be7e0 | | Ensemble | 5.8 | Not recorded | 6a264c5790966ade919be7e0 | ### MTA Clean Accuracy: 67.7. Result ID: 69a181d235dfcabb00e78068. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"CLIP-ViT-B/16","Perturbation bound (epsilon)":"4.0"}. This record does not assert independent reproduction. ### R-TPT Clean Accuracy: 67. Result ID: 69a181d235dfcabb00e78069. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"CLIP-ViT-B/16","Perturbation bound (epsilon)":"4.0"}. This record does not assert independent reproduction. ### TPT Clean Accuracy: 66.3. Result ID: 6a266b10fbc373592c22b2ba. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"CLIP-ViT-B/16","Augmented views":"15","Perturbation (epsilon)":"4.0"}. This record does not assert independent reproduction. ### Ensemble Clean Accuracy: 65.7. Result ID: 69a181d235dfcabb00e78067. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"CLIP-ViT-B/16","Perturbation bound (epsilon)":"4.0"}. This record does not assert independent reproduction. ### CLIP Clean Accuracy: 65.5. Result ID: 69a181d235dfcabb00e78065. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"CLIP-ViT-B/16","Perturbation bound (epsilon)":"4.0"}. This record does not assert independent reproduction. ### CLIP Clean Accuracy: 65.5. Result ID: 6a266b10fbc373592c22b2b9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"CLIP-ViT-B/16","Augmented views":"15","Perturbation (epsilon)":"4.0"}. This record does not assert independent reproduction. ### TTP Clean Accuracy: 65.4. Result ID: 69a181d235dfcabb00e7806a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"CLIP-ViT-B/16","Perturbation bound (epsilon)":"4.0"}. This record does not assert independent reproduction. ### SS-TPT Clean Accuracy: 65.1. Result ID: 6a266b10fbc373592c22b2c0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"CLIP-ViT-B/16","Augmented views":"15","Perturbation (epsilon)":"4.0"}. This record does not assert independent reproduction. ### Ensemble Clean Accuracy: 64.8. Result ID: 6a266b10fbc373592c22b2bb. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"CLIP-ViT-B/16","Augmented views":"15","Perturbation (epsilon)":"4.0"}. This record does not assert independent reproduction. ### R-TPT Clean Accuracy: 64.5. Result ID: 6a266b10fbc373592c22b2bf. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"CLIP-ViT-B/16","Augmented views":"15","Perturbation (epsilon)":"4.0"}. This record does not assert independent reproduction. ### MTA Clean Accuracy: 63.4. Result ID: 69a181d235dfcabb00e77ffa. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"CLIP-ViT-B/32","Perturbation Bound (epsilon)":"4.0"}. This record does not assert independent reproduction. ### TAPT Clean Accuracy: 63.2. Result ID: 6a266b10fbc373592c22b2be. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"CLIP-ViT-B/16","Augmented views":"15","Perturbation (epsilon)":"4.0"}. This record does not assert independent reproduction. ### R-TPT Clean Accuracy: 63.1. Result ID: 69a181d235dfcabb00e77ffb. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"CLIP-ViT-B/32","Perturbation Bound (epsilon)":"4.0"}. This record does not assert independent reproduction. ### DOC Clean Accuracy: 62. Result ID: 6a266b10fbc373592c22b2bd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"CLIP-ViT-B/16","Augmented views":"15","Perturbation (epsilon)":"4.0"}. This record does not assert independent reproduction. ### TTC Clean Accuracy: 60.9. Result ID: 6a266b10fbc373592c22b2bc. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"CLIP-ViT-B/16","Augmented views":"15","Perturbation (epsilon)":"4.0"}. This record does not assert independent reproduction. ### CLIP Clean Accuracy: 60.1. Result ID: 69a181d235dfcabb00e77ff7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"CLIP-ViT-B/32","Perturbation Bound (epsilon)":"4.0"}. This record does not assert independent reproduction. ### TTP Clean Accuracy: 59.8. Result ID: 69a181d235dfcabb00e77ffc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"CLIP-ViT-B/32","Perturbation Bound (epsilon)":"4.0"}. This record does not assert independent reproduction. ### MTA Clean Accuracy: 58.7. Result ID: 69a132c835dfcabb00e50fa5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"CLIP-ResNet50","Epsilon":"1.0"}. This record does not assert independent reproduction. ### TPT Clean Accuracy: 58.4. Result ID: 69a132c835dfcabb00e50fa3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"CLIP-ResNet50","Epsilon":"1.0"}. This record does not assert independent reproduction. ### R-TPT Clean Accuracy: 58.1. Result ID: 69a132c835dfcabb00e50fa6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"CLIP-ResNet50","Epsilon":"1.0"}. This record does not assert independent reproduction. ### Ensemble Clean Accuracy: 57.1. Result ID: 69a132c835dfcabb00e50fa2. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"CLIP-ResNet50","Epsilon":"1.0"}. This record does not assert independent reproduction. ### C-TPT Clean Accuracy: 56.6. Result ID: 69a132c835dfcabb00e50fa4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"CLIP-ResNet50","Epsilon":"1.0"}. This record does not assert independent reproduction. ### CLIP Clean Accuracy: 55.7. Result ID: 69a132c835dfcabb00e50fa1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"CLIP-ResNet50","Epsilon":"1.0"}. This record does not assert independent reproduction. ### TTC Clean Accuracy: 55. Result ID: 69a181d235dfcabb00e78066. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"CLIP-ViT-B/16","Perturbation bound (epsilon)":"4.0"}. This record does not assert independent reproduction. ### Ensemble Clean Accuracy: 51.7. Result ID: 69a181d235dfcabb00e77ff9. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"CLIP-ViT-B/32","Perturbation Bound (epsilon)":"4.0"}. This record does not assert independent reproduction. ### TTC Clean Accuracy: 48.1. Result ID: 69a181d235dfcabb00e77ff8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"CLIP-ViT-B/32","Perturbation Bound (epsilon)":"4.0"}. This record does not assert independent reproduction. ### CLIP Clean Accuracy: 10.2. Result ID: 6a266b10fbc373592c22b334. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"CLIP-ViT-B/32","Pre-trained":"TeCoA","Augmented views":"15","Epsilon":"4.0"}. This record does not assert independent reproduction. ### TPT Clean Accuracy: 9.6. Result ID: 6a266b10fbc373592c22b335. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"CLIP-ViT-B/32","Pre-trained":"TeCoA","Augmented views":"15","Epsilon":"4.0"}. This record does not assert independent reproduction. ### SS-TPT Clean Accuracy: 6.4. Result ID: 6a266b10fbc373592c22b338. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"CLIP-ViT-B/32","Pre-trained":"TeCoA","Augmented views":"15","Epsilon":"4.0"}. This record does not assert independent reproduction. ### R-TPT Clean Accuracy: 6.1. Result ID: 6a266b10fbc373592c22b337. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"CLIP-ViT-B/32","Pre-trained":"TeCoA","Augmented views":"15","Epsilon":"4.0"}. This record does not assert independent reproduction. ### Ensemble Clean Accuracy: 5.8. Result ID: 6a266b10fbc373592c22b336. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"CLIP-ViT-B/32","Pre-trained":"TeCoA","Augmented views":"15","Epsilon":"4.0"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.