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Image Classification on CIFAR-10 watermarked (10x10 top-left patch) (test)

47.36AccuracyZero-Flow Encoders
34.141637.573341.00544.4367Jan 31, 2026

Evaluation results

MethodLinks
Zero-Flow EncodersEvaluation Protocol=Linear Probing, Architecture=3 CNN layers + MLP projection head2026.0147.36-2.6
MAEEvaluation Protocol=Linear Probing, Architecture=Vision Transformer2026.0143.63-18.36
SimCLREvaluation Protocol=Linear Probing, Architecture=3 CNN layers + MLP projection head2026.0134.65-17.44