ResearchTasksDriving scene understanding robustness evaluationFollowBenchmarksDataset NameSOTA MethodSortMost resultsRecently updatedMost papersApplyDataset NameSOTA methodMetricTrendResultsLast UpdatedLanEvil ++Omni-Q31.58Road Damage (Perturbed)4Jul 8, 2026LanEvil ++Omni-Q84.25Road Damage Performance (Perturbed)4Jul 8, 2026