# Robust Image Classification on SUN397 Source: [Robust Image Classification on SUN397]() Collection index: [llms.txt]() Data updated: 2026-02-27T10:07:26.424Z Evaluation of Image Classification performance on the SUN397 dataset, focusing on robustness metrics including Robust Accuracy and Clean 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 | Classification | | Dataset (including any stated split) | SUN397 | | Metric | Robust Accuracy | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 10 of 10 | | 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: SCALAR. - [Clean Accuracy](): Higher is better; unit: PERCENT. - [Delta (Gain)](): Higher is better; unit: SCALAR. ## Recorded results | Method | Robust Accuracy | Result date | Report paper | | --- | --- | --- | --- | | TTC | 41.52 | Not recorded | 68fa774a1e209131cea724cc | | TTE | 30.79 | Not recorded | 68fa774a1e209131cea724cc | | PMG-AFT | 22.58 | Not recorded | 68fa774a1e209131cea724cc | | TeCoA | 19.39 | Not recorded | 68fa774a1e209131cea724cc | | FARE | 14.91 | Not recorded | 68fa774a1e209131cea724cc | | Anti-adv | 8.05 | Not recorded | 68fa774a1e209131cea724cc | | HD | 6.4 | Not recorded | 68fa774a1e209131cea724cc | | RN | 1.72 | Not recorded | 68fa774a1e209131cea724cc | | CLIP | 1.14 | Not recorded | 68fa774a1e209131cea724cc | | CLIP-FT | 0.94 | Not recorded | 68fa774a1e209131cea724cc | ### TTC Robust Accuracy: 41.52. Result ID: 69a16cc635dfcabb00e6f5f4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Mode":"Test-time Defence","Attack":"10-step PGD","epsilon":"1/255"}. This record does not assert independent reproduction. ### TTE Robust Accuracy: 30.79. Result ID: 69a16cc635dfcabb00e6f5f1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Mode":"Test-time Defence","Attack":"10-step PGD","epsilon":"1/255"}. This record does not assert independent reproduction. ### PMG-AFT Robust Accuracy: 22.58. Result ID: 69a16cc635dfcabb00e6f5ee. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Mode":"Adversarial Finetuning","Attack":"10-step PGD","epsilon":"1/255"}. This record does not assert independent reproduction. ### TeCoA Robust Accuracy: 19.39. Result ID: 69a16cc635dfcabb00e6f5ed. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Mode":"Adversarial Finetuning","Attack":"10-step PGD","epsilon":"1/255"}. This record does not assert independent reproduction. ### FARE Robust Accuracy: 14.91. Result ID: 69a16cc635dfcabb00e6f5ef. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Mode":"Adversarial Finetuning","Attack":"10-step PGD","epsilon":"1/255"}. This record does not assert independent reproduction. ### Anti-adv Robust Accuracy: 8.05. Result ID: 69a16cc635dfcabb00e6f5f2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Mode":"Test-time Defence","Attack":"10-step PGD","epsilon":"1/255"}. This record does not assert independent reproduction. ### HD Robust Accuracy: 6.4. Result ID: 69a16cc635dfcabb00e6f5f3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Mode":"Test-time Defence","Attack":"10-step PGD","epsilon":"1/255"}. This record does not assert independent reproduction. ### RN Robust Accuracy: 1.72. Result ID: 69a16cc635dfcabb00e6f5f0. [Reporting paper]() Recorded evaluation configuration: {"Mode":"Test-time Defence","Attack":"10-step PGD","epsilon":"1/255"}. This record does not assert independent reproduction. ### CLIP Robust Accuracy: 1.14. Result ID: 69a16cc635dfcabb00e6f5eb. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Attack":"10-step PGD","epsilon":"1/255"}. This record does not assert independent reproduction. ### CLIP-FT Robust Accuracy: 0.94. Result ID: 69a16cc635dfcabb00e6f5ec. [Reporting paper]() Recorded evaluation configuration: {"Mode":"Adversarial Finetuning","Attack":"10-step PGD","epsilon":"1/255"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.