# Image Classification on DTD (CW, DF, FGSM Metrics) Source: [Image Classification on DTD (CW, DF, FGSM Metrics)]() Collection index: [llms.txt]() Data updated: 2026-06-23T12:17:51.139Z Evaluation of Image Classification performance on the Describable Textures Dataset (DTD), reporting specific robustness metrics CW, DF, FGSM, and Average. 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) | DTD | | Metric | CW Robustness Score | | 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 - [CW Robustness Score](): Higher is better; unit: PERCENT. - [DF Robustness Score](): Higher is better; unit: PERCENT. - [FGSM Robustness Score](): Higher is better; unit: PERCENT. - [Average Robustness Score](): Higher is better; unit: PERCENT. ## Recorded results | Method | CW Robustness Score | Result date | Report paper | | --- | --- | --- | --- | | A-TPT | 39.2 | Not recorded | 6a0d4031f984739ed673796d | | T-VSS | 39.1 | Not recorded | 6a3a13b6206542251d7c7899 | | TTP | 38.9 | Not recorded | 6a3a13b6206542251d7c7899 | | R-TPT | 34.2 | Not recorded | 6a0d4031f984739ed673796d | | R-TPT | 34.2 | Not recorded | 6a3a13b6206542251d7c7899 | | Ensemble | 31.1 | Not recorded | 6a3a13b6206542251d7c7899 | | MTA | 23.6 | Not recorded | 6a0d4031f984739ed673796d | | MTA | 23.6 | Not recorded | 6a3a13b6206542251d7c7899 | | TPT | 21.3 | Not recorded | 6a3a13b6206542251d7c7899 | | C-TPT | 11.9 | Not recorded | 6a3a13b6206542251d7c7899 | | CLIP | 2.3 | Not recorded | 6a3a13b6206542251d7c7899 | ### A-TPT CW Robustness Score: 39.2. Result ID: 6a0d7edefbc373592c05dca3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/32"}. This record does not assert independent reproduction. ### T-VSS CW Robustness Score: 39.1. Result ID: 6a3a7955fbc373592c38b10f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"CLIP-ViT-B/16"}. This record does not assert independent reproduction. ### TTP CW Robustness Score: 38.9. Result ID: 6a3a7955fbc373592c38b10e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"CLIP-ViT-B/16"}. This record does not assert independent reproduction. ### R-TPT CW Robustness Score: 34.2. Result ID: 6a0d7edefbc373592c05dca2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-B/32"}. This record does not assert independent reproduction. ### R-TPT CW Robustness Score: 34.2. Result ID: 6a3a7955fbc373592c38b10d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"CLIP-ViT-B/16"}. This record does not assert independent reproduction. ### Ensemble CW Robustness Score: 31.1. Result ID: 6a3a7955fbc373592c38b109. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"CLIP-ViT-B/16"}. This record does not assert independent reproduction. ### MTA CW Robustness Score: 23.6. Result ID: 6a0d7edefbc373592c05dca1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-B/32"}. This record does not assert independent reproduction. ### MTA CW Robustness Score: 23.6. Result ID: 6a3a7955fbc373592c38b10c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"CLIP-ViT-B/16"}. This record does not assert independent reproduction. ### TPT CW Robustness Score: 21.3. Result ID: 6a3a7955fbc373592c38b10a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"CLIP-ViT-B/16"}. This record does not assert independent reproduction. ### C-TPT CW Robustness Score: 11.9. Result ID: 6a3a7955fbc373592c38b10b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"CLIP-ViT-B/16"}. This record does not assert independent reproduction. ### CLIP CW Robustness Score: 2.3. Result ID: 6a3a7955fbc373592c38b108. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"CLIP-ViT-B/16"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.