ResearchBenchmarksImage Classification on ImageNet-1K (val) (Robustness Deltas: HF, VF, Rotation)Follow84.2Top-1 Accuracy (Original)VNCT-T82.43282.89183.3583.809Jul 3, 2026Evaluation ResultsMethodMethodLinksTop-1 Accuracy (Original)Top-1 Accuracy (HF)Top-1 Accuracy (VF)Top-1 Accuracy (R90)Top-1 Accuracy (R180)Average DropVNCT-Tadaptation=without ret...adaptation=without retraining or test-time adaptation2026.0784.284.183.983.583.90.3VSSD-Tadaptation=without ret...adaptation=without retraining or test-time adaptation2026.0783.783.482.781.982.80.9VMamba-Tadaptation=without ret...adaptation=without retraining or test-time adaptation2026.0782.582.180.879.6811.6