Papers › FIVA: Facial Image and Video Anonymization and Anonymization Defense
FIVA: Facial Image and Video Anonymization and Anonymization Defense
Felix Rosberg, Eren Erdal Aksoy, Cristofer Englund, Fernando Alonso-Fernandez
In this paper, we present a new approach for facial anonymization in images and videos, abbreviated as FIVA. Our proposed method is able to maintain the same face anonymization consistently over frames with our suggested identity-tracking and guarantees a strong difference from the original face. FIVA allows for 0 true positives for a false acceptance rate of 0.001. Our work considers the important security issue of reconstruction attacks and investigates adversarial noise, uniform noise, and parameter noise to disrupt reconstruction attacks. In this regard, we apply different defense and protection methods against these privacy threats to demonstrate the scalability of FIVA. On top of this, we also show that reconstruction attack models can be used for detection of deep fakes. Last but not least, we provide experimental results showing how FIVA can even enable face swapping, which is purely trained on a single target image.
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Tasks
Results from the paper archive 2025-07-28
| Task | Dataset | Model | Metric | Value | Rank at snapshot | Leaderboard | Report |
|---|---|---|---|---|---|---|---|
| Face Anonymization | LFW | FIVA | ID retrieval | 0.000 | #1 of 1 | Archive leaderboard | report |
| Face Anonymization | LFW | FIVA | Temporal ID consistency | 0.075 | #1 of 1 | Archive leaderboard | report |
| Face Anonymization | LFW | FIVA | negated ID retrieval | 0.000 | #1 of 1 | Archive leaderboard | report |
| Face Swapping | FaceForensics++ | FIVA | ID retrieval | 99.25 | #5 of 17 | Archive leaderboard | report |
| Face Swapping | FaceForensics++ | FIVA | pose | 2.16 | #5 of 17 | Archive leaderboard | report |
Ranks are positions in the archive's leaderboards as they stood at the 2025-07-28 snapshot. Results published since then are not among these rows, so a rank here is not a current standing.
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