# Perturbation Test on ImageNet (val) Source: [Perturbation Test on ImageNet (val)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:53:36.166Z Evaluation of model performance on the standard ImageNet validation set under specific perturbation testing protocols, measured using Neg. and Pos. 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 | Perturbation Test | | Dataset (including any stated split) | ImageNet (val) | | Metric | Neg Score | | Unit | PERCENT | | Direction | Lower is better | | Results loaded | 18 of 18 | | 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 - [Neg Score](): Lower is better; unit: PERCENT. - [Pos Score](): Higher is better; unit: PERCENT. ## Recorded results | Method | Neg Score | Result date | Report paper | | --- | --- | --- | --- | | ATTCAT | 32.34 | Not recorded | 68fa729e1e209131cea57935 | | Cons. LRP | 33.24 | Not recorded | 68fa729e1e209131cea57935 | | ATTCAT | 33.59 | Not recorded | 68fa729e1e209131cea57935 | | Cons. LRP | 34.33 | Not recorded | 68fa729e1e209131cea57935 | | LRP | 42.55 | Not recorded | 68fa729e1e209131cea57935 | | LRP | 42.56 | Not recorded | 68fa729e1e209131cea57935 | | Rollout | 43.23 | Not recorded | 68fa729e1e209131cea57935 | | Rollout | 43.23 | Not recorded | 68fa729e1e209131cea57935 | | Grad-CAM | 43.84 | Not recorded | 68fa729e1e209131cea57935 | | Grad-CAM | 44.06 | Not recorded | 68fa729e1e209131cea57935 | | Raw Att. | 48.7 | Not recorded | 68fa729e1e209131cea57935 | | Raw Att. | 48.7 | Not recorded | 68fa729e1e209131cea57935 | | Trans. Attr. | 57.48 | Not recorded | 68fa729e1e209131cea57935 | | GAE | 57.53 | Not recorded | 68fa729e1e209131cea57935 | | TokenTM | 58.12 | Not recorded | 68fa729e1e209131cea57935 | | Trans. Attr. | 58.26 | Not recorded | 68fa729e1e209131cea57935 | | GAE | 58.85 | Not recorded | 68fa729e1e209131cea57935 | | TokenTM | 59.36 | Not recorded | 68fa729e1e209131cea57935 | ### ATTCAT Neg Score: 32.34. Result ID: 6992643c3a6c3148490ea29f. [Reporting paper]() Recorded evaluation configuration: {"Target Label":"Predicted","Backbone":"DeiT"}. This record does not assert independent reproduction. ### Cons. LRP Neg Score: 33.24. Result ID: 6992643c3a6c3148490ea297. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Target Label":"Predicted","Backbone":"DeiT"}. This record does not assert independent reproduction. ### ATTCAT Neg Score: 33.59. Result ID: 6992643c3a6c3148490ea2a0. [Reporting paper]() Recorded evaluation configuration: {"Target Label":"GT","Backbone":"DeiT"}. This record does not assert independent reproduction. ### Cons. LRP Neg Score: 34.33. Result ID: 6992643c3a6c3148490ea298. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Target Label":"GT","Backbone":"DeiT"}. This record does not assert independent reproduction. ### LRP Neg Score: 42.55. Result ID: 6992643c3a6c3148490ea295. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target Label":"Predicted","Backbone":"DeiT"}. This record does not assert independent reproduction. ### LRP Neg Score: 42.56. Result ID: 6992643c3a6c3148490ea296. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target Label":"GT","Backbone":"DeiT"}. This record does not assert independent reproduction. ### Rollout Neg Score: 43.23. Result ID: 6992643c3a6c3148490ea29d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target Label":"Predicted","Backbone":"DeiT"}. This record does not assert independent reproduction. ### Rollout Neg Score: 43.23. Result ID: 6992643c3a6c3148490ea29e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target Label":"GT","Backbone":"DeiT"}. This record does not assert independent reproduction. ### Grad-CAM Neg Score: 43.84. Result ID: 6992643c3a6c3148490ea293. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Target Label":"Predicted","Backbone":"DeiT"}. This record does not assert independent reproduction. ### Grad-CAM Neg Score: 44.06. Result ID: 6992643c3a6c3148490ea294. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Target Label":"GT","Backbone":"DeiT"}. This record does not assert independent reproduction. ### Raw Att. Neg Score: 48.7. Result ID: 6992643c3a6c3148490ea29b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target Label":"Predicted","Backbone":"DeiT"}. This record does not assert independent reproduction. ### Raw Att. Neg Score: 48.7. Result ID: 6992643c3a6c3148490ea29c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target Label":"GT","Backbone":"DeiT"}. This record does not assert independent reproduction. ### Trans. Attr. Neg Score: 57.48. Result ID: 6992643c3a6c3148490ea299. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target Label":"Predicted","Backbone":"DeiT"}. This record does not assert independent reproduction. ### GAE Neg Score: 57.53. Result ID: 6992643c3a6c3148490ea2a1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target Label":"Predicted","Backbone":"DeiT"}. This record does not assert independent reproduction. ### TokenTM Neg Score: 58.12. Result ID: 6992643c3a6c3148490ea2a3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target Label":"Predicted","Backbone":"DeiT"}. This record does not assert independent reproduction. ### Trans. Attr. Neg Score: 58.26. Result ID: 6992643c3a6c3148490ea29a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target Label":"GT","Backbone":"DeiT"}. This record does not assert independent reproduction. ### GAE Neg Score: 58.85. Result ID: 6992643c3a6c3148490ea2a2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target Label":"GT","Backbone":"DeiT"}. This record does not assert independent reproduction. ### TokenTM Neg Score: 59.36. Result ID: 6992643c3a6c3148490ea2a4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target Label":"GT","Backbone":"DeiT"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.