# Fine-grained classification on Aircraft (Clean Accuracy, Adversarial Accuracy) Source: [Fine-grained classification on Aircraft (Clean Accuracy, Adversarial Accuracy)]() Collection index: [llms.txt]() Data updated: 2026-06-08T07:11:17.597Z Evaluation of Fine-grained classification performance on the Aircraft dataset, 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) | Aircraft | | 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 | 25 | Not recorded | 6944dc1a423ea42265729b91 | | CLIP | 24 | Not recorded | 6a264c5790966ade919be7e0 | | CLIP | 23.9 | Not recorded | 6944dc1a423ea42265729b91 | | R-TPT | 23.9 | Not recorded | 6944dc1a423ea42265729b91 | | TTP | 23.9 | Not recorded | 6944dc1a423ea42265729b91 | | Ensemble | 23.4 | Not recorded | 6944dc1a423ea42265729b91 | | TTC | 23.3 | Not recorded | 6944dc1a423ea42265729b91 | | Ensemble | 23.3 | Not recorded | 6a264c5790966ade919be7e0 | | SS-TPT | 22.5 | Not recorded | 6a264c5790966ade919be7e0 | | R-TPT | 21.7 | Not recorded | 6a264c5790966ade919be7e0 | | TPT | 21.6 | Not recorded | 6a264c5790966ade919be7e0 | | DOC | 21.2 | Not recorded | 6a264c5790966ade919be7e0 | | TTC | 20.8 | Not recorded | 6a264c5790966ade919be7e0 | | MTA | 20.2 | Not recorded | 6944dc1a423ea42265729b91 | | TAPT | 20.1 | Not recorded | 6a264c5790966ade919be7e0 | | R-TPT | 19.1 | Not recorded | 6944dc1a423ea42265729b91 | | TTC | 18.2 | Not recorded | 6944dc1a423ea42265729b91 | | MTA | 18.1 | Not recorded | 68fa7add1e209131cea8590d | | CLIP | 18.1 | Not recorded | 6944dc1a423ea42265729b91 | | TTP | 18 | Not recorded | 6944dc1a423ea42265729b91 | | R-TPT | 17.5 | Not recorded | 68fa7add1e209131cea8590d | | TPT | 17.3 | Not recorded | 68fa7add1e209131cea8590d | | C-TPT | 16.7 | Not recorded | 68fa7add1e209131cea8590d | | Ensemble | 16.4 | Not recorded | 68fa7add1e209131cea8590d | | Ensemble | 16.4 | Not recorded | 6944dc1a423ea42265729b91 | | CLIP | 15.7 | Not recorded | 68fa7add1e209131cea8590d | | CLIP | 6.6 | Not recorded | 6a264c5790966ade919be7e0 | | TPT | 6.6 | Not recorded | 6a264c5790966ade919be7e0 | | SS-TPT | 5.5 | Not recorded | 6a264c5790966ade919be7e0 | | R-TPT | 5.4 | Not recorded | 6a264c5790966ade919be7e0 | | Ensemble | 4.4 | Not recorded | 6a264c5790966ade919be7e0 | ### MTA Clean Accuracy: 25. Result ID: 69a181d235dfcabb00e78074. [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: 24. Result ID: 6a266b10fbc373592c22b2a9. [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: 23.9. Result ID: 69a181d235dfcabb00e78071. [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: 23.9. Result ID: 69a181d235dfcabb00e78075. [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. ### TTP Clean Accuracy: 23.9. Result ID: 69a181d235dfcabb00e78076. [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. ### Ensemble Clean Accuracy: 23.4. Result ID: 69a181d235dfcabb00e78073. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"CLIP-ViT-B/16","Perturbation bound (epsilon)":"4.0"}. This record does not assert independent reproduction. ### TTC Clean Accuracy: 23.3. Result ID: 69a181d235dfcabb00e78072. [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: 23.3. Result ID: 6a266b10fbc373592c22b2ab. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"CLIP-ViT-B/16","Augmented views":"15","Perturbation (epsilon)":"4.0"}. This record does not assert independent reproduction. ### SS-TPT Clean Accuracy: 22.5. Result ID: 6a266b10fbc373592c22b2b0. [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: 21.7. Result ID: 6a266b10fbc373592c22b2af. [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. ### TPT Clean Accuracy: 21.6. Result ID: 6a266b10fbc373592c22b2aa. [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. ### DOC Clean Accuracy: 21.2. Result ID: 6a266b10fbc373592c22b2ad. [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: 20.8. Result ID: 6a266b10fbc373592c22b2ac. [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: 20.2. Result ID: 69a181d235dfcabb00e78006. [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: 20.1. Result ID: 6a266b10fbc373592c22b2ae. [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: 19.1. Result ID: 69a181d235dfcabb00e78007. [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. ### TTC Clean Accuracy: 18.2. Result ID: 69a181d235dfcabb00e78004. [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. ### MTA Clean Accuracy: 18.1. Result ID: 69a132c835dfcabb00e50fb1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"CLIP-ResNet50","Epsilon":"1.0"}. This record does not assert independent reproduction. ### CLIP Clean Accuracy: 18.1. Result ID: 69a181d235dfcabb00e78003. [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: 18. Result ID: 69a181d235dfcabb00e78008. [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. ### R-TPT Clean Accuracy: 17.5. Result ID: 69a132c835dfcabb00e50fb2. [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: 17.3. Result ID: 69a132c835dfcabb00e50faf. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"CLIP-ResNet50","Epsilon":"1.0"}. This record does not assert independent reproduction. ### C-TPT Clean Accuracy: 16.7. Result ID: 69a132c835dfcabb00e50fb0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"CLIP-ResNet50","Epsilon":"1.0"}. This record does not assert independent reproduction. ### Ensemble Clean Accuracy: 16.4. Result ID: 69a132c835dfcabb00e50fae. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"CLIP-ResNet50","Epsilon":"1.0"}. This record does not assert independent reproduction. ### Ensemble Clean Accuracy: 16.4. Result ID: 69a181d235dfcabb00e78005. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"CLIP-ViT-B/32","Perturbation Bound (epsilon)":"4.0"}. This record does not assert independent reproduction. ### CLIP Clean Accuracy: 15.7. Result ID: 69a132c835dfcabb00e50fad. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"CLIP-ResNet50","Epsilon":"1.0"}. This record does not assert independent reproduction. ### CLIP Clean Accuracy: 6.6. Result ID: 6a266b10fbc373592c22b32a. [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: 6.6. Result ID: 6a266b10fbc373592c22b32b. [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: 5.5. Result ID: 6a266b10fbc373592c22b32e. [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: 5.4. Result ID: 6a266b10fbc373592c22b32d. [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: 4.4. Result ID: 6a266b10fbc373592c22b32c. [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.