# Robustness Evaluation on SI-Score size synthetic Source: [Robustness Evaluation on SI-Score size synthetic]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:59:23.800Z Evaluation of model robustness using the SI-Score size synthetic dataset, measured by Rank-based metrics (R@1, R@5). 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 | Robustness Evaluation | | Dataset (including any stated split) | SI-Score size synthetic | | Metric | R@1 | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 31 of 31 | | 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 - [R@1](): Higher is better; unit: PERCENT. - [R@5](): Higher is better; unit: PERCENT. ## Recorded results | Method | R@1 | Result date | Report paper | | --- | --- | --- | --- | | RobustViT | 66.5 | Not recorded | 68fa6cb81e209131cea3591e | | RobustViT | 66.4 | Not recorded | 68fa6cb81e209131cea3591e | | RobustViT | 64.5 | Not recorded | 68fa6cb81e209131cea3591e | | RobustViT | 64.1 | Not recorded | 68fa6cb81e209131cea3591e | | Original | 62.3 | Not recorded | 68fa6cb81e209131cea3591e | | RRR | 62.1 | Not recorded | 68fa6cb81e209131cea3591e | | GradMask | 61.4 | Not recorded | 68fa6cb81e209131cea3591e | | RobustViT | 61.3 | Not recorded | 68fa6cb81e209131cea3591e | | RobustViT | 61 | Not recorded | 68fa6cb81e209131cea3591e | | RobustViT | 60.7 | Not recorded | 68fa6cb81e209131cea3591e | | Original | 60.6 | Not recorded | 68fa6cb81e209131cea3591e | | RobustViT | 60.2 | Not recorded | 68fa6cb81e209131cea3591e | | RobustViT | 59.3 | Not recorded | 68fa6cb81e209131cea3591e | | RobustViT | 59.1 | Not recorded | 68fa6cb81e209131cea3591e | | RobustViT | 58.6 | Not recorded | 68fa6cb81e209131cea3591e | | RRR | 58 | Not recorded | 68fa6cb81e209131cea3591e | | GradMask | 58 | Not recorded | 68fa6cb81e209131cea3591e | | RobustViT | 58 | Not recorded | 68fa6cb81e209131cea3591e | | GradMask | 57 | Not recorded | 68fa6cb81e209131cea3591e | | RRR | 56 | Not recorded | 68fa6cb81e209131cea3591e | | RobustViT | 56 | Not recorded | 68fa6cb81e209131cea3591e | | RobustViT | 55.8 | Not recorded | 68fa6cb81e209131cea3591e | | Original | 55.6 | Not recorded | 68fa6cb81e209131cea3591e | | Original | 55.4 | Not recorded | 68fa6cb81e209131cea3591e | | RRR | 55.3 | Not recorded | 68fa6cb81e209131cea3591e | | GradMask | 55.2 | Not recorded | 68fa6cb81e209131cea3591e | | Original | 54.8 | Not recorded | 68fa6cb81e209131cea3591e | | Original | 54.6 | Not recorded | 68fa6cb81e209131cea3591e | | GradMask | 54.1 | Not recorded | 68fa6cb81e209131cea3591e | | RRR | 53.9 | Not recorded | 68fa6cb81e209131cea3591e | | Original | 51.6 | Not recorded | 68fa6cb81e209131cea3591e | ### RobustViT R@1: 66.5. Result ID: 698f35bc3a6c314849f707c8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"AR-L","Annotated segmentation":false}. This record does not assert independent reproduction. ### RobustViT R@1: 66.4. Result ID: 698f35bc3a6c314849f707c7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"AR-L","Annotated segmentation":true}. This record does not assert independent reproduction. ### RobustViT R@1: 64.5. Result ID: 698f35bc3a6c314849f707c5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"AR-B","Annotated segmentation":false}. This record does not assert independent reproduction. ### RobustViT R@1: 64.1. Result ID: 698f35bc3a6c314849f707c4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"AR-B","Annotated segmentation":true}. This record does not assert independent reproduction. ### Original R@1: 62.3. Result ID: 698f35bc3a6c314849f707c6. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"AR-L","Annotated segmentation":false}. This record does not assert independent reproduction. ### RRR R@1: 62.1. Result ID: 698f35bc3a6c314849f707c3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"AR-B","Annotated segmentation":true}. This record does not assert independent reproduction. ### GradMask R@1: 61.4. Result ID: 698f35bc3a6c314849f707c2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"AR-B","Annotated segmentation":true}. This record does not assert independent reproduction. ### RobustViT R@1: 61.3. Result ID: 698f35bc3a6c314849f707bf. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"AR-S","Annotated segmentation":true}. This record does not assert independent reproduction. ### RobustViT R@1: 61. Result ID: 698f35bc3a6c314849f707b7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-B","Annotated segmentation":true}. This record does not assert independent reproduction. ### RobustViT R@1: 60.7. Result ID: 698f35bc3a6c314849f707c0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"AR-S","Annotated segmentation":false}. This record does not assert independent reproduction. ### Original R@1: 60.6. Result ID: 698f35bc3a6c314849f707c1. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"AR-B","Annotated segmentation":false}. This record does not assert independent reproduction. ### RobustViT R@1: 60.2. Result ID: 698f35bc3a6c314849f707b8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-B","Annotated segmentation":false}. This record does not assert independent reproduction. ### RobustViT R@1: 59.3. Result ID: 698f35bc3a6c314849f707d2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"DeiT-B","Annotated segmentation":false}. This record does not assert independent reproduction. ### RobustViT R@1: 59.1. Result ID: 698f35bc3a6c314849f707bb. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-L","Annotated segmentation":false}. This record does not assert independent reproduction. ### RobustViT R@1: 58.6. Result ID: 698f35bc3a6c314849f707ba. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-L","Annotated segmentation":true}. This record does not assert independent reproduction. ### RRR R@1: 58. Result ID: 698f35bc3a6c314849f707b6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B","Annotated segmentation":true}. This record does not assert independent reproduction. ### GradMask R@1: 58. Result ID: 698f35bc3a6c314849f707bd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"AR-S","Annotated segmentation":true}. This record does not assert independent reproduction. ### RobustViT R@1: 58. Result ID: 698f35bc3a6c314849f707d1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"DeiT-B","Annotated segmentation":true}. This record does not assert independent reproduction. ### GradMask R@1: 57. Result ID: 698f35bc3a6c314849f707b5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B","Annotated segmentation":true}. This record does not assert independent reproduction. ### RRR R@1: 56. Result ID: 698f35bc3a6c314849f707be. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"AR-S","Annotated segmentation":true}. This record does not assert independent reproduction. ### RobustViT R@1: 56. Result ID: 698f35bc3a6c314849f707cd. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"DeiT-S","Annotated segmentation":false}. This record does not assert independent reproduction. ### RobustViT R@1: 55.8. Result ID: 698f35bc3a6c314849f707cc. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"DeiT-S","Annotated segmentation":true}. This record does not assert independent reproduction. ### Original R@1: 55.6. Result ID: 698f35bc3a6c314849f707b4. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ViT-B","Annotated segmentation":false}. This record does not assert independent reproduction. ### Original R@1: 55.4. Result ID: 698f35bc3a6c314849f707bc. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"AR-S","Annotated segmentation":false}. This record does not assert independent reproduction. ### RRR R@1: 55.3. Result ID: 698f35bc3a6c314849f707d0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"DeiT-B","Annotated segmentation":true}. This record does not assert independent reproduction. ### GradMask R@1: 55.2. Result ID: 698f35bc3a6c314849f707cf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"DeiT-B","Annotated segmentation":true}. This record does not assert independent reproduction. ### Original R@1: 54.8. Result ID: 698f35bc3a6c314849f707b9. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ViT-L","Annotated segmentation":false}. This record does not assert independent reproduction. ### Original R@1: 54.6. Result ID: 698f35bc3a6c314849f707ce. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"DeiT-B","Annotated segmentation":false}. This record does not assert independent reproduction. ### GradMask R@1: 54.1. Result ID: 698f35bc3a6c314849f707ca. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"DeiT-S","Annotated segmentation":true}. This record does not assert independent reproduction. ### RRR R@1: 53.9. Result ID: 698f35bc3a6c314849f707cb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"DeiT-S","Annotated segmentation":true}. This record does not assert independent reproduction. ### Original R@1: 51.6. Result ID: 698f35bc3a6c314849f707c9. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"DeiT-S","Annotated segmentation":false}. This record does not assert independent reproduction. 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