# Image Classification on Pets (Acc, Rob) Source: [Image Classification on Pets (Acc, Rob)]() Collection index: [llms.txt]() Data updated: 2026-06-08T07:11:16.811Z Evaluation of Image Classification performance on the standard Pets dataset, reporting Accuracy (Acc) and Robustness (Rob) metrics. 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) | Pets | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 11 of 11 | | 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. - [Robustness](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | CLBP | 89.2 | Not recorded | 6a152978dbd7150506f7e433 | | CLIP | 88.3 | Not recorded | 6a152978dbd7150506f7e433 | | C-TPT | 88.2 | Not recorded | 6a152978dbd7150506f7e433 | | MTA | 88 | Not recorded | 6a152978dbd7150506f7e433 | | TPT | 87.4 | Not recorded | 6a152978dbd7150506f7e433 | | R-TPT | 87.2 | Not recorded | 6a152978dbd7150506f7e433 | | CLIP | 83.6 | Not recorded | 6a264c5790966ade919be7e0 | | SS-TPT | 83 | Not recorded | 6a264c5790966ade919be7e0 | | APT+TeCoA | 79.3 | Not recorded | 6a264c5790966ade919be7e0 | | TeCoA | 76 | Not recorded | 6a264c5790966ade919be7e0 | | APT | 31.9 | Not recorded | 6a264c5790966ade919be7e0 | ### CLBP Accuracy: 89.2. Result ID: 6a159c35fbc373592c0e935d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"Zero-shot","Backbone":"ViT-B/16","Attack":"PGD-100","Perturbation Budget (epsilon\_a)":"4/255","Patch Granularity":"16x16"}. This record does not assert independent reproduction. ### CLIP Accuracy: 88.3. Result ID: 6a159c35fbc373592c0e9358. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Setting":"Zero-shot","Backbone":"ViT-B/16","Attack":"PGD-100","Perturbation Budget (epsilon\_a)":"4/255","Patch Granularity":"16x16"}. This record does not assert independent reproduction. ### C-TPT Accuracy: 88.2. Result ID: 6a159c35fbc373592c0e935a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"Zero-shot","Backbone":"ViT-B/16","Attack":"PGD-100","Perturbation Budget (epsilon\_a)":"4/255","Patch Granularity":"16x16"}. This record does not assert independent reproduction. ### MTA Accuracy: 88. Result ID: 6a159c35fbc373592c0e935b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Setting":"Zero-shot","Backbone":"ViT-B/16","Attack":"PGD-100","Perturbation Budget (epsilon\_a)":"4/255","Patch Granularity":"16x16"}. This record does not assert independent reproduction. ### TPT Accuracy: 87.4. Result ID: 6a159c35fbc373592c0e9359. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Setting":"Zero-shot","Backbone":"ViT-B/16","Attack":"PGD-100","Perturbation Budget (epsilon\_a)":"4/255","Patch Granularity":"16x16"}. This record does not assert independent reproduction. ### R-TPT Accuracy: 87.2. Result ID: 6a159c35fbc373592c0e935c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Setting":"Zero-shot","Backbone":"ViT-B/16","Attack":"PGD-100","Perturbation Budget (epsilon\_a)":"4/255","Patch Granularity":"16x16"}. This record does not assert independent reproduction. ### CLIP Accuracy: 83.6. Result ID: 6a266b11fbc373592c22b360. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"CLIP-ResNet50","Augmented Views":"63","Adversarial perturbation budget (epsilon)":"1.0"}. This record does not assert independent reproduction. ### SS-TPT Accuracy: 83. Result ID: 6a266b11fbc373592c22b364. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"CLIP-ResNet50","Augmented Views":"63","Adversarial perturbation budget (epsilon)":"1.0","mode":"test-time"}. This record does not assert independent reproduction. ### APT+TeCoA Accuracy: 79.3. Result ID: 6a266b11fbc373592c22b363. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"CLIP-ResNet50","Augmented Views":"63","Adversarial perturbation budget (epsilon)":"1.0"}. This record does not assert independent reproduction. ### TeCoA Accuracy: 76. Result ID: 6a266b11fbc373592c22b361. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"CLIP-ResNet50","Augmented Views":"63","Adversarial perturbation budget (epsilon)":"1.0"}. This record does not assert independent reproduction. ### APT Accuracy: 31.9. Result ID: 6a266b11fbc373592c22b362. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"CLIP-ResNet50","Augmented Views":"63","Adversarial perturbation budget (epsilon)":"1.0"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.