Video Activity Recognition on UCF-101
79.1AccuracyOriginal
Evaluation results
| Method | Links | ||
|---|---|---|---|
| OriginalBackbone=ResNet50, Security=false, Usable=true2026.06 | 79.1 | — | |
| Face blurringBackbone=ResNet50, Security=false, Usable=true2026.06 | 78.4 | — | |
| BimofBackbone=ResNet50, Block Size=5 x 5, Security=true, Usable=true2026.06 | 77.1 | — | |
| Full mosaicingBackbone=ResNet50, Security=false, Usable=true2026.06 | 76.7 | — | |
| Down-samplingBackbone=ResNet50, Security=false, Usable=true2026.06 | 74.6 | — | |
| Bit-ViPBackbone=ResNet50, Block Size=5 x 5, Security=true, Usable=true2026.06 | 71.1 | — | |
| BimofBackbone=ResNet50, Block Size=40 x 40, Security=true, Usable=true2026.06 | 68.3 | — | |
| Bit-ViPBackbone=ResNet50, Block Size=40 x 40, Security=true, Usable=true2026.06 | 56.7 | — | |
| PixelationBackbone=ResNet50, Security=true, Usable=false2026.06 | 21.9 | — | |
| Superpixel NoiseBackbone=ResNet50, Security=true, Usable=false2026.06 | 19.6 | — | |
| EncryptionBackbone=ResNet50, Security=true, Usable=false2026.06 | 14.5 | — | |
| ScramblingBackbone=ResNet50, Security=true, Usable=false2026.06 | 14 | — | |
| FedVSSLFL=true, DP=false, SA=false, SSL=true, PEFT=false, Clients=10, Params=100%2025.12 | — | 1 |