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Image Classification on ImageNet (Top1 Accuracy and Search Cost)

82.4Top-1 AccuracyBaseline
-3.29618.95241.263.448Nov 15, 2022May 11, 2023Nov 4, 2023Apr 29, 2024Oct 23, 2024Apr 18, 2025Oct 13, 2025

Evaluation results

MethodLinks
BaselineAuthorized Target Model=None, Evaluated Model=MambaVision-T, PSNR=20 dB2025.1082.4—
BaselineAuthorized Target Model=None, Evaluated Model=ViT-B, PSNR=20 dB2025.1081.6—
NTE (ViT-B)Authorized Target Model=ViT-B, Evaluated Model=ViT-B, PSNR=20 dB2025.1081.3—
NTE (MambaVision-T)Authorized Target Model=MambaVision-T, Evaluated Model=MambaVision-T, PSNR=20 dB2025.1081—
BaselineAuthorized Target Model=None, Evaluated Model=SwinV2-T, PSNR=20 dB2025.1080.9—
BaselineAuthorized Target Model=None, Evaluated Model=ResNet-50, PSNR=20 dB2025.1080.3—
NTE (ResNet-50)Authorized Target Model=ResNet-50, Evaluated Model=ResNet-50, PSNR=20 dB2025.1080.2—
BaselineAuthorized Target Model=None, Evaluated Model=DeiT-B, PSNR=20 dB2025.1079.9—
NTE (DeiT-B)Authorized Target Model=DeiT-B, Evaluated Model=DeiT-B, PSNR=20 dB2025.1079.3—
NAR-FormerMACs=571M2022.1176.92
NAR-FormerMACs=378M2022.1176.361.63
OFAMACs=230M2022.117640
NTE (SwinV2-T)Authorized Target Model=SwinV2-T, Evaluated Model=SwinV2-T, PSNR=20 dB2025.1071.7—
NTE (SwinV2-T)Authorized Target Model=SwinV2-T, Evaluated Model=MambaVision-T, PSNR=20 dB2025.1012.9—
NTE (SwinV2-T)Authorized Target Model=SwinV2-T, Evaluated Model=ResNet-50, PSNR=20 dB2025.109.1—
NTE (SwinV2-T)Authorized Target Model=SwinV2-T, Evaluated Model=DeiT-B, PSNR=20 dB2025.107.4—
NTE (MambaVision-T)Authorized Target Model=MambaVision-T, Evaluated Model=ResNet-50, PSNR=20 dB2025.105.8—
NTE (SwinV2-T)Authorized Target Model=SwinV2-T, Evaluated Model=ViT-B, PSNR=20 dB2025.104.3—
NTE (MambaVision-T)Authorized Target Model=MambaVision-T, Evaluated Model=SwinV2-T, PSNR=20 dB2025.101.5—
NTE (DeiT-B)Authorized Target Model=DeiT-B, Evaluated Model=MambaVision-T, PSNR=20 dB2025.101—
NTE (MambaVision-T)Authorized Target Model=MambaVision-T, Evaluated Model=DeiT-B, PSNR=20 dB2025.100.7—
NTE (ResNet-50)Authorized Target Model=ResNet-50, Evaluated Model=SwinV2-T, PSNR=20 dB2025.100.1—
NTE (ResNet-50)Authorized Target Model=ResNet-50, Evaluated Model=DeiT-B, PSNR=20 dB2025.100.1—
NTE (ResNet-50)Authorized Target Model=ResNet-50, Evaluated Model=MambaVision-T, PSNR=20 dB2025.100.1—
NTE (ResNet-50)Authorized Target Model=ResNet-50, Evaluated Model=ViT-B, PSNR=20 dB2025.100—
NTE (ViT-B)Authorized Target Model=ViT-B, Evaluated Model=ResNet-50, PSNR=20 dB2025.100—
NTE (ViT-B)Authorized Target Model=ViT-B, Evaluated Model=SwinV2-T, PSNR=20 dB2025.100—
NTE (ViT-B)Authorized Target Model=ViT-B, Evaluated Model=DeiT-B, PSNR=20 dB2025.100—
NTE (ViT-B)Authorized Target Model=ViT-B, Evaluated Model=MambaVision-T, PSNR=20 dB2025.100—
NTE (DeiT-B)Authorized Target Model=DeiT-B, Evaluated Model=ResNet-50, PSNR=20 dB2025.100—
NTE (DeiT-B)Authorized Target Model=DeiT-B, Evaluated Model=ViT-B, PSNR=20 dB2025.100—
NTE (DeiT-B)Authorized Target Model=DeiT-B, Evaluated Model=SwinV2-T, PSNR=20 dB2025.100—
NTE (MambaVision-T)Authorized Target Model=MambaVision-T, Evaluated Model=ViT-B, PSNR=20 dB2025.100—