Model Inversion on CIFAR-10
95Attack AccuracySelMatch
Evaluation results
| Method | Links | ||
|---|---|---|---|
| SelMatchModel Arch.=ResNet18, IPC=10002026.03 | 95 | 457.2 | |
| DATMModel Arch.=ConvNet, IPC=1002026.03 | 94 | 489.9 | |
| DATMModel Arch.=ConvNet, IPC=2502026.03 | 94 | 486.4 | |
| DATMModel Arch.=ConvNet, IPC=5002026.03 | 94 | 467.2 | |
| DATMModel Arch.=ConvNet, IPC=10002026.03 | 94 | 488.9 | |
| DATMModel Arch.=AlexNet, IPC=5002026.03 | 94 | 468.3 | |
| DATMModel Arch.=AlexNet, IPC=10002026.03 | 94 | 476.1 | |
| DATMModel Arch.=ResNet18, IPC=1002026.03 | 94 | 492.1 | |
| DATMModel Arch.=ResNet18, IPC=2502026.03 | 94 | 487.4 | |
| DATMModel Arch.=ResNet18, IPC=5002026.03 | 94 | 465.8 | |
| DATMModel Arch.=ResNet18, IPC=10002026.03 | 94 | 472.4 | |
| DATMModel Arch.=VGG11-BN, IPC=2502026.03 | 94 | 489.2 | |
| DATMModel Arch.=VGG11-BN, IPC=5002026.03 | 94 | 487.5 | |
| DATMModel Arch.=VGG11-BN, IPC=10002026.03 | 94 | 492.4 | |
| SelMatchModel Arch.=ConvNet, IPC=1002026.03 | 94 | 489.1 | |
| SelMatchModel Arch.=ConvNet, IPC=2502026.03 | 94 | 467.3 | |
| SelMatchModel Arch.=ConvNet, IPC=5002026.03 | 94 | 477.6 | |
| SelMatchModel Arch.=ConvNet, IPC=10002026.03 | 94 | 481.5 | |
| SelMatchModel Arch.=AlexNet, IPC=2502026.03 | 94 | 488.9 | |
| SelMatchModel Arch.=AlexNet, IPC=5002026.03 | 94 | 471.1 | |
| SelMatchModel Arch.=AlexNet, IPC=10002026.03 | 94 | 478.3 | |
| SelMatchModel Arch.=ResNet18, IPC=1002026.03 | 94 | 468.2 | |
| SelMatchModel Arch.=ResNet18, IPC=2502026.03 | 94 | 477 | |
| SelMatchModel Arch.=ResNet18, IPC=5002026.03 | 94 | 467.9 | |
| SelMatchModel Arch.=VGG11-BN, IPC=1002026.03 | 94 | 471.3 | |
| SelMatchModel Arch.=VGG11-BN, IPC=2502026.03 | 94 | 482.9 | |
| SelMatchModel Arch.=VGG11-BN, IPC=5002026.03 | 94 | 469.2 | |
| SelMatchModel Arch.=VGG11-BN, IPC=10002026.03 | 94 | 477.5 | |
| FTDModel Arch.=ResNet18, IPC=5002026.03 | 93 | 502.7 | |
| FTDModel Arch.=ResNet18, IPC=10002026.03 | 93 | 494.5 | |
| FTDModel Arch.=VGG11-BN, IPC=2502026.03 | 93 | 515.9 | |
| FTDModel Arch.=VGG11-BN, IPC=5002026.03 | 93 | 507.2 | |
| FTDModel Arch.=VGG11-BN, IPC=10002026.03 | 93 | 491.2 | |
| DATMModel Arch.=AlexNet, IPC=2502026.03 | 93 | 506.2 | |
| DATMModel Arch.=VGG11-BN, IPC=1002026.03 | 93 | 511 | |
| FTDModel Arch.=ConvNet, IPC=10002026.03 | 92 | 512.4 | |
| FTDModel Arch.=AlexNet, IPC=2502026.03 | 92 | 508.4 | |
| FTDModel Arch.=AlexNet, IPC=5002026.03 | 92 | 515.6 | |
| FTDModel Arch.=AlexNet, IPC=10002026.03 | 92 | 509.1 | |
| SelMatchModel Arch.=AlexNet, IPC=1002026.03 | 92 | 521.4 | |
| SeqMatchModel Arch.=ResNet18, IPC=10002026.03 | 92 | 52 | |
| FTDModel Arch.=ConvNet, IPC=2502026.03 | 91 | 542.5 | |
| FTDModel Arch.=ConvNet, IPC=5002026.03 | 91 | 537.9 | |
| SeqMatchModel Arch.=ConvNet, IPC=5002026.03 | 91 | 547.9 | |
| SeqMatchModel Arch.=ConvNet, IPC=10002026.03 | 91 | 533.2 | |
| SeqMatchModel Arch.=AlexNet, IPC=5002026.03 | 91 | 545 | |
| SeqMatchModel Arch.=ResNet18, IPC=2502026.03 | 91 | 567.4 | |
| SeqMatchModel Arch.=ResNet18, IPC=5002026.03 | 91 | 542.8 | |
| SeqMatchModel Arch.=VGG11-BN, IPC=1002026.03 | 91 | 572.3 | |
| SeqMatchModel Arch.=VGG11-BN, IPC=5002026.03 | 91 | 554.4 | |
| SeqMatchModel Arch.=VGG11-BN, IPC=10002026.03 | 91 | 563.1 | |
| FTDModel Arch.=ConvNet, IPC=1002026.03 | 90 | 551.3 | |
| FTDModel Arch.=ResNet18, IPC=2502026.03 | 90 | 565.8 | |
| FTDModel Arch.=VGG11-BN, IPC=1002026.03 | 90 | 541.9 | |
| DATMModel Arch.=AlexNet, IPC=1002026.03 | 90 | 569.2 | |
| SeqMatchModel Arch.=ConvNet, IPC=1002026.03 | 90 | 552.6 | |
| SeqMatchModel Arch.=ConvNet, IPC=2502026.03 | 90 | 562.7 | |
| SeqMatchModel Arch.=AlexNet, IPC=1002026.03 | 90 | 556.2 | |
| SeqMatchModel Arch.=AlexNet, IPC=2502026.03 | 90 | 562.8 | |
| SeqMatchModel Arch.=AlexNet, IPC=10002026.03 | 90 | 547.1 | |
| SeqMatchModel Arch.=ResNet18, IPC=1002026.03 | 90 | 571.2 | |
| SeqMatchModel Arch.=VGG11-BN, IPC=2502026.03 | 90 | 569.4 | |
| MTTModel Arch.=ConvNet, IPC=10002026.03 | 89 | 574.7 | |
| MTTModel Arch.=ResNet18, IPC=10002026.03 | 89 | 552.6 | |
| MTTModel Arch.=VGG11-BN, IPC=10002026.03 | 89 | 542.8 | |
| FTDModel Arch.=AlexNet, IPC=1002026.03 | 89 | 553.4 | |
| FTDModel Arch.=ResNet18, IPC=1002026.03 | 89 | 546.8 | |
| MTTModel Arch.=ConvNet, IPC=5002026.03 | 87 | 591.2 | |
| MTTModel Arch.=ResNet18, IPC=5002026.03 | 87 | 582.3 | |
| MTTModel Arch.=AlexNet, IPC=5002026.03 | 86 | 588.2 | |
| MTTModel Arch.=AlexNet, IPC=10002026.03 | 86 | 572.8 | |
| MTTModel Arch.=VGG11-BN, IPC=5002026.03 | 86 | 599.2 | |
| MTTModel Arch.=VGG11-BN, IPC=2502026.03 | 84 | 617.8 | |
| MTTModel Arch.=ConvNet, IPC=2502026.03 | 83 | 634.2 | |
| MTTModel Arch.=AlexNet, IPC=2502026.03 | 82 | 613.2 | |
| MTTModel Arch.=ConvNet, IPC=1002026.03 | 81 | 682.4 | |
| MTTModel Arch.=ResNet18, IPC=2502026.03 | 81 | 603.6 | |
| MTTModel Arch.=VGG11-BN, IPC=1002026.03 | 81 | 633.7 | |
| MTTModel Arch.=AlexNet, IPC=1002026.03 | 79 | 653.7 | |
| MTTModel Arch.=ResNet18, IPC=1002026.03 | 77 | 758.7 |