# Attribution Faithfulness on ImageNet (Infidelity Metric) Source: [Attribution Faithfulness on ImageNet (Infidelity Metric)]() Collection index: [llms.txt]() Data updated: 2026-03-18T08:03:04.763Z Evaluation of model attribution faithfulness on the ImageNet dataset, measured using the Infidelity metric. 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 | Attribution Faithfulness | | Dataset (including any stated split) | ImageNet | | Metric | Infidelity | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 15 of 15 | | 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 - [Infidelity](): Lower is better; unit: SCALAR. ## Recorded results | Method | Infidelity | Result date | Report paper | | --- | --- | --- | --- | | USU | 1.14 | Not recorded | 69ba31a90636e5bf4afc0983 | | USU-IWMR | 1.28 | Not recorded | 69ba31a90636e5bf4afc0983 | | Bilinear | 2.19 | Not recorded | 69ba31a90636e5bf4afc0983 | | USU | 2.21 | Not recorded | 69ba31a90636e5bf4afc0983 | | USU-IWMR | 2.45 | Not recorded | 69ba31a90636e5bf4afc0983 | | Bicubic | 2.48 | Not recorded | 69ba31a90636e5bf4afc0983 | | Lanczos | 2.59 | Not recorded | 69ba31a90636e5bf4afc0983 | | Bilinear | 4.87 | Not recorded | 69ba31a90636e5bf4afc0983 | | Bicubic | 5.41 | Not recorded | 69ba31a90636e5bf4afc0983 | | Lanczos | 5.63 | Not recorded | 69ba31a90636e5bf4afc0983 | | Bilinear | 6.91 | Not recorded | 69ba31a90636e5bf4afc0983 | | USU | 7.02 | Not recorded | 69ba31a90636e5bf4afc0983 | | Bicubic | 7.82 | Not recorded | 69ba31a90636e5bf4afc0983 | | USU-IWMR | 7.85 | Not recorded | 69ba31a90636e5bf4afc0983 | | Lanczos | 8.14 | Not recorded | 69ba31a90636e5bf4afc0983 | ### USU Infidelity: 1.14. Result ID: 69ba5c1c47f34ce924a40f08. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"VGG16"}. This record does not assert independent reproduction. ### USU-IWMR Infidelity: 1.28. Result ID: 69ba5c1c47f34ce924a40f09. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"VGG16"}. This record does not assert independent reproduction. ### Bilinear Infidelity: 2.19. Result ID: 69ba5c1c47f34ce924a40f0f. [Reporting paper]() Recorded evaluation configuration: {"Model":"ViT-B-16"}. This record does not assert independent reproduction. ### USU Infidelity: 2.21. Result ID: 69ba5c1c47f34ce924a40f0d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"ResNet50"}. This record does not assert independent reproduction. ### USU-IWMR Infidelity: 2.45. Result ID: 69ba5c1c47f34ce924a40f0e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"ResNet50"}. This record does not assert independent reproduction. ### Bicubic Infidelity: 2.48. Result ID: 69ba5c1c47f34ce924a40f10. [Reporting paper]() Recorded evaluation configuration: {"Model":"ViT-B-16"}. This record does not assert independent reproduction. ### Lanczos Infidelity: 2.59. Result ID: 69ba5c1c47f34ce924a40f11. [Reporting paper]() Recorded evaluation configuration: {"Model":"ViT-B-16"}. This record does not assert independent reproduction. ### Bilinear Infidelity: 4.87. Result ID: 69ba5c1c47f34ce924a40f0a. [Reporting paper]() Recorded evaluation configuration: {"Model":"ResNet50"}. This record does not assert independent reproduction. ### Bicubic Infidelity: 5.41. Result ID: 69ba5c1c47f34ce924a40f0b. [Reporting paper]() Recorded evaluation configuration: {"Model":"ResNet50"}. This record does not assert independent reproduction. ### Lanczos Infidelity: 5.63. Result ID: 69ba5c1c47f34ce924a40f0c. [Reporting paper]() Recorded evaluation configuration: {"Model":"ResNet50"}. This record does not assert independent reproduction. ### Bilinear Infidelity: 6.91. Result ID: 69ba5c1c47f34ce924a40f05. [Reporting paper]() Recorded evaluation configuration: {"Model":"VGG16"}. This record does not assert independent reproduction. ### USU Infidelity: 7.02. Result ID: 69ba5c1c47f34ce924a40f12. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"ViT-B-16"}. This record does not assert independent reproduction. ### Bicubic Infidelity: 7.82. Result ID: 69ba5c1c47f34ce924a40f06. [Reporting paper]() Recorded evaluation configuration: {"Model":"VGG16"}. This record does not assert independent reproduction. ### USU-IWMR Infidelity: 7.85. Result ID: 69ba5c1c47f34ce924a40f13. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"ViT-B-16"}. This record does not assert independent reproduction. ### Lanczos Infidelity: 8.14. Result ID: 69ba5c1c47f34ce924a40f07. [Reporting paper]() Recorded evaluation configuration: {"Model":"VGG16"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.