# Image Classification Attribution on ImageNet (Repair) Source: [Image Classification Attribution on ImageNet (Repair)]() Collection index: [llms.txt]() Data updated: 2026-07-09T06:50:15.877Z Evaluation of image classification attribution methods on the ImageNet (Repair) dataset, measured using metrics such as Insertion (Ins), Deletion (Del), and MEC(k). 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 Attribution | | Dataset (including any stated split) | ImageNet (Repair) | | Metric | Insertion (Ins) | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 12 of 12 | | 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 - [Insertion (Ins)](): Higher is better; unit: PERCENT. - [Deletion (Del)](): Higher is better; unit: PERCENT. - [Score @ 50](): Higher is better; unit: PERCENT. - [High Score](): Higher is better; unit: PERCENT. - [MEC(k)](): Lower is better; unit: SCALAR. ## Recorded results | Method | Insertion (Ins) | Result date | Report paper | | --- | --- | --- | --- | | TRACE+G | 56.32 | Not recorded | 6a4f2ae532fb937314875a6c | | COPAIR+G | 55.45 | Not recorded | 6a4f2ae532fb937314875a6c | | Greedy (G) | 54.48 | Not recorded | 6a4f2ae532fb937314875a6c | | TRACE+PW | 52.41 | Not recorded | 6a4f2ae532fb937314875a6c | | COPAIR+PW | 51.52 | Not recorded | 6a4f2ae532fb937314875a6c | | PhaseWin (PW) | 44.82 | Not recorded | 6a4f2ae532fb937314875a6c | | RISE | 19.86 | Not recorded | 6a4f2ae532fb937314875a6c | | Grad-ECLIP | 18.18 | Not recorded | 6a4f2ae532fb937314875a6c | | HSIC | 13.69 | Not recorded | 6a4f2ae532fb937314875a6c | | IGOS++ | 11.14 | Not recorded | 6a4f2ae532fb937314875a6c | | Gradient | 9.64 | Not recorded | 6a4f2ae532fb937314875a6c | | IG2 | 9.15 | Not recorded | 6a4f2ae532fb937314875a6c | ### TRACE+G Insertion (Ins): 56.32. Result ID: 6a4f449960b88bb339e44669. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"CLIP ViT-L/14"}. This record does not assert independent reproduction. ### COPAIR+G Insertion (Ins): 55.45. Result ID: 6a4f449960b88bb339e44668. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"CLIP ViT-L/14"}. This record does not assert independent reproduction. ### Greedy (G) Insertion (Ins): 54.48. Result ID: 6a4f449960b88bb339e44664. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"CLIP ViT-L/14"}. This record does not assert independent reproduction. ### TRACE+PW Insertion (Ins): 52.41. Result ID: 6a4f449960b88bb339e44667. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"CLIP ViT-L/14"}. This record does not assert independent reproduction. ### COPAIR+PW Insertion (Ins): 51.52. Result ID: 6a4f449960b88bb339e44666. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"CLIP ViT-L/14"}. This record does not assert independent reproduction. ### PhaseWin (PW) Insertion (Ins): 44.82. Result ID: 6a4f449960b88bb339e44665. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"CLIP ViT-L/14"}. This record does not assert independent reproduction. ### RISE Insertion (Ins): 19.86. Result ID: 6a4f449960b88bb339e4465e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"CLIP ViT-L/14"}. This record does not assert independent reproduction. ### Grad-ECLIP Insertion (Ins): 18.18. Result ID: 6a4f449960b88bb339e44661. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"CLIP ViT-L/14"}. This record does not assert independent reproduction. ### HSIC Insertion (Ins): 13.69. Result ID: 6a4f449960b88bb339e4465f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"CLIP ViT-L/14"}. This record does not assert independent reproduction. ### IGOS++ Insertion (Ins): 11.14. Result ID: 6a4f449960b88bb339e44663. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"CLIP ViT-L/14"}. This record does not assert independent reproduction. ### Gradient Insertion (Ins): 9.64. Result ID: 6a4f449960b88bb339e44660. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"CLIP ViT-L/14"}. This record does not assert independent reproduction. ### IG2 Insertion (Ins): 9.15. Result ID: 6a4f449960b88bb339e44662. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"CLIP ViT-L/14"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.