# Fine-grained Image Classification Attribution on CUB-200 2011 (val) Source: [Fine-grained Image Classification Attribution on CUB-200 2011 (val)]() Collection index: [llms.txt]() Data updated: 2026-05-20T08:13:52.319Z Evaluation of model attribution methods for Fine-grained Image Classification performance on the CUB-200-2011 validation set, reporting metrics related to explanation fidelity and robustness (e.g., AUC, Fidelity). 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 | Fine-grained Image Classification Attribution | | Dataset (including any stated split) | CUB-200 2011 (val) | | Metric | Deletion AUC | | Unit | PERCENT | | 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 - [Deletion AUC](): Higher is better; unit: PERCENT. - [Insertion AUC](): Higher is better; unit: PERCENT. - [Mean Fidelity](): Higher is better; unit: PERCENT. ## Recorded results | Method | Deletion AUC | Result date | Report paper | | --- | --- | --- | --- | | Integrated Gradients | 16.93 | Not recorded | 68fa77b21e209131cea74d26 | | LIME | 10.7 | Not recorded | 68fa77b21e209131cea74d26 | | Kernel SHAP | 10.16 | Not recorded | 68fa77b21e209131cea74d26 | | LIMA | 8.29 | Not recorded | 68fa77b21e209131cea74d26 | | Grad-CAM | 8.1 | Not recorded | 68fa77b21e209131cea74d26 | | Saliency | 6.82 | Not recorded | 68fa77b21e209131cea74d26 | | RISE | 6.65 | Not recorded | 68fa77b21e209131cea74d26 | | HSIC-Attribution | 6.47 | Not recorded | 68fa77b21e209131cea74d26 | | Previous work | 6.13 | Not recorded | 68fa77b21e209131cea74d26 | | LIMA | 5.6 | Not recorded | 68fa77b21e209131cea74d26 | ### Integrated Gradients Deletion AUC: 16.93. Result ID: 6a0d6bcffbc373592c055360. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LIME Deletion AUC: 10.7. Result ID: 6a0d6bcffbc373592c055361. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Kernel SHAP Deletion AUC: 10.16. Result ID: 6a0d6bcffbc373592c055362. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LIMA Deletion AUC: 8.29. Result ID: 6a0d6bcffbc373592c055366. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sub-region division algorithm":"Segment Anything"}. This record does not assert independent reproduction. ### Grad-CAM Deletion AUC: 8.1. Result ID: 6a0d6bcffbc373592c05535f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Saliency Deletion AUC: 6.82. Result ID: 6a0d6bcffbc373592c05535e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### RISE Deletion AUC: 6.65. Result ID: 6a0d6bcffbc373592c055363. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### HSIC-Attribution Deletion AUC: 6.47. Result ID: 6a0d6bcffbc373592c055364. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Previous work Deletion AUC: 6.13. Result ID: 6a0d6bcffbc373592c055365. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LIMA Deletion AUC: 5.6. Result ID: 6a0d6bcffbc373592c055367. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sub-region division algorithm":"SLICO"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.