# Robustness Evaluation on SI-Score rotation synthetic Source: [Robustness Evaluation on SI-Score rotation synthetic]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:59:23.786Z Evaluation of model robustness using Rank-based metrics (R@1, R@5) on the SI-Score rotation synthetic dataset. 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 rotation 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 | 58 | Not recorded | 68fa6cb81e209131cea3591e | | RobustViT | 57 | Not recorded | 68fa6cb81e209131cea3591e | | RobustViT | 54.6 | Not recorded | 68fa6cb81e209131cea3591e | | RobustViT | 54 | Not recorded | 68fa6cb81e209131cea3591e | | Original | 52.4 | Not recorded | 68fa6cb81e209131cea3591e | | RRR | 50.4 | Not recorded | 68fa6cb81e209131cea3591e | | GradMask | 49.3 | Not recorded | 68fa6cb81e209131cea3591e | | Original | 48.1 | Not recorded | 68fa6cb81e209131cea3591e | | RobustViT | 47.6 | Not recorded | 68fa6cb81e209131cea3591e | | RobustViT | 46.6 | Not recorded | 68fa6cb81e209131cea3591e | | RobustViT | 46.2 | Not recorded | 68fa6cb81e209131cea3591e | | RobustViT | 45.3 | Not recorded | 68fa6cb81e209131cea3591e | | RobustViT | 45.3 | Not recorded | 68fa6cb81e209131cea3591e | | RobustViT | 44.8 | Not recorded | 68fa6cb81e209131cea3591e | | RobustViT | 44.2 | Not recorded | 68fa6cb81e209131cea3591e | | GradMask | 43.3 | Not recorded | 68fa6cb81e209131cea3591e | | RobustViT | 42.9 | Not recorded | 68fa6cb81e209131cea3591e | | RRR | 41.9 | Not recorded | 68fa6cb81e209131cea3591e | | RRR | 41.4 | Not recorded | 68fa6cb81e209131cea3591e | | RobustViT | 41 | Not recorded | 68fa6cb81e209131cea3591e | | GradMask | 40.7 | Not recorded | 68fa6cb81e209131cea3591e | | Original | 40.7 | Not recorded | 68fa6cb81e209131cea3591e | | Original | 40.6 | Not recorded | 68fa6cb81e209131cea3591e | | RobustViT | 40.6 | Not recorded | 68fa6cb81e209131cea3591e | | RRR | 40.4 | Not recorded | 68fa6cb81e209131cea3591e | | Original | 39.3 | Not recorded | 68fa6cb81e209131cea3591e | | Original | 39.1 | Not recorded | 68fa6cb81e209131cea3591e | | GradMask | 39.1 | Not recorded | 68fa6cb81e209131cea3591e | | GradMask | 38.9 | Not recorded | 68fa6cb81e209131cea3591e | | RRR | 38.5 | Not recorded | 68fa6cb81e209131cea3591e | | Original | 36.7 | Not recorded | 68fa6cb81e209131cea3591e | ### RobustViT R@1: 58. Result ID: 698f35bc3a6c314849f707a9. [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: 57. Result ID: 698f35bc3a6c314849f707a8. [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: 54.6. Result ID: 698f35bc3a6c314849f707a6. [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: 54. Result ID: 698f35bc3a6c314849f707a5. [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: 52.4. Result ID: 698f35bc3a6c314849f707a7. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"AR-L","Annotated segmentation":false}. This record does not assert independent reproduction. ### RRR R@1: 50.4. Result ID: 698f35bc3a6c314849f707a4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"AR-B","Annotated segmentation":true}. This record does not assert independent reproduction. ### GradMask R@1: 49.3. Result ID: 698f35bc3a6c314849f707a3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"AR-B","Annotated segmentation":true}. This record does not assert independent reproduction. ### Original R@1: 48.1. Result ID: 698f35bc3a6c314849f707a2. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"AR-B","Annotated segmentation":false}. This record does not assert independent reproduction. ### RobustViT R@1: 47.6. Result ID: 698f35bc3a6c314849f707a0. [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: 46.6. Result ID: 698f35bc3a6c314849f707a1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"AR-S","Annotated segmentation":false}. This record does not assert independent reproduction. ### RobustViT R@1: 46.2. Result ID: 698f35bc3a6c314849f70798. [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: 45.3. Result ID: 698f35bc3a6c314849f7079b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-L","Annotated segmentation":true}. This record does not assert independent reproduction. ### RobustViT R@1: 45.3. Result ID: 698f35bc3a6c314849f7079c. [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: 44.8. Result ID: 698f35bc3a6c314849f70799. [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: 44.2. Result ID: 698f35bc3a6c314849f707b3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"DeiT-B","Annotated segmentation":false}. This record does not assert independent reproduction. ### GradMask R@1: 43.3. Result ID: 698f35bc3a6c314849f7079e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"AR-S","Annotated segmentation":true}. This record does not assert independent reproduction. ### RobustViT R@1: 42.9. Result ID: 698f35bc3a6c314849f707b2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"DeiT-B","Annotated segmentation":true}. This record does not assert independent reproduction. ### RRR R@1: 41.9. Result ID: 698f35bc3a6c314849f70797. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B","Annotated segmentation":true}. This record does not assert independent reproduction. ### RRR R@1: 41.4. Result ID: 698f35bc3a6c314849f7079f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"AR-S","Annotated segmentation":true}. This record does not assert independent reproduction. ### RobustViT R@1: 41. Result ID: 698f35bc3a6c314849f707ae. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"DeiT-S","Annotated segmentation":false}. This record does not assert independent reproduction. ### GradMask R@1: 40.7. Result ID: 698f35bc3a6c314849f70796. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B","Annotated segmentation":true}. This record does not assert independent reproduction. ### Original R@1: 40.7. Result ID: 698f35bc3a6c314849f7079a. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ViT-L","Annotated segmentation":false}. This record does not assert independent reproduction. ### Original R@1: 40.6. Result ID: 698f35bc3a6c314849f7079d. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"AR-S","Annotated segmentation":false}. This record does not assert independent reproduction. ### RobustViT R@1: 40.6. Result ID: 698f35bc3a6c314849f707ad. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"DeiT-S","Annotated segmentation":true}. This record does not assert independent reproduction. ### RRR R@1: 40.4. Result ID: 698f35bc3a6c314849f707b1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"DeiT-B","Annotated segmentation":true}. This record does not assert independent reproduction. ### Original R@1: 39.3. Result ID: 698f35bc3a6c314849f707af. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"DeiT-B","Annotated segmentation":false}. This record does not assert independent reproduction. ### Original R@1: 39.1. Result ID: 698f35bc3a6c314849f70795. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ViT-B","Annotated segmentation":false}. This record does not assert independent reproduction. ### GradMask R@1: 39.1. Result ID: 698f35bc3a6c314849f707b0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"DeiT-B","Annotated segmentation":true}. This record does not assert independent reproduction. ### GradMask R@1: 38.9. Result ID: 698f35bc3a6c314849f707ab. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"DeiT-S","Annotated segmentation":true}. This record does not assert independent reproduction. ### RRR R@1: 38.5. Result ID: 698f35bc3a6c314849f707ac. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"DeiT-S","Annotated segmentation":true}. This record does not assert independent reproduction. ### Original R@1: 36.7. Result ID: 698f35bc3a6c314849f707aa. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"DeiT-S","Annotated segmentation":false}. 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