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Noisy Test-Time Adaptation on ImageNet-S

43.23Accuracy (iNaturalist, Severity S)DDE
29.949233.397136.84540.2929Jun 24, 2026

Evaluation results

MethodLinks
DDEmode=Zero-shot2026.0643.2399.4760.2741.4296.5557.9743.6189.1558.5740.4283.5954.4942.1792.1957.83
DMNmode=Zero-shot2026.0642.6998.3659.5441.5487.9456.4240.875.1252.8841.3278.5354.1441.5984.9955.75
OODDmode=Zero-shot2026.0642.4198.3159.2642.8169.545332.8389.7548.0832.6789.1747.8237.6886.6952.04
AdaNDmode=Zero-shot2026.0640.9793.5456.9840.2585.0654.6438.3174.4350.5839.679.5752.8839.7883.1553.77
AdaNegmode=Zero-shot2026.0639.999.8257.0139.996.2356.4139.2189.0154.4439.989.1155.1239.7393.5455.75
ZS-CLIPmode=Zero-shot2026.0634.1783.4648.4933.4681.247.3932.6175.5745.5633.477.146.6133.4179.3347.01
TPTmode=Zero-shot2026.0632.1686.5246.8931.5583.8645.8530.7477.394431.5680.0545.2731.581.9545.5
Tentmode=Zero-shot2026.0630.4626.8628.5536.5771.8248.4636.6366.6347.0636.8770.3248.3835.0758.9143.11