Matches in SemOpenAlex for { <https://semopenalex.org/work/W4313303607> ?p ?o ?g. }
Showing items 1 to 77 of
77
with 100 items per page.
- W4313303607 abstract "Privacy of machine learning models is one of the remaining challenges that hinder the broad adoption of Artificial Intelligent (AI). This paper considers this problem in the context of image datasets containing faces. Anonymization of such datasets is becoming increasingly important due to their central role in the training of autonomous cars, for example, and the vast amount of data generated by surveillance systems. While most prior work de-identifies facial images by modifying identity features in pixel space, we instead project the image onto the latent space of a Generative Adversarial Network (GAN) model, find the features that provide the biggest identity disentanglement, and then manipulate these features in latent space, pixel space, or both. The main contribution of the paper is the design of a feature-preserving anonymization framework, StyleID, which protects the individuals' identity, while preserving as many characteristics of the original faces in the image dataset as possible. As part of the contribution, we present a novel disentanglement metric, three complementing disentanglement methods, and new insights into identity disentanglement. StyleID provides tunable privacy, has low computational complexity, and is shown to outperform current state-of-the-art solutions." @default.
- W4313303607 created "2023-01-06" @default.
- W4313303607 creator A5038446527 @default.
- W4313303607 creator A5077044865 @default.
- W4313303607 date "2022-12-28" @default.
- W4313303607 modified "2023-09-23" @default.
- W4313303607 title "StyleID: Identity Disentanglement for Anonymizing Faces" @default.
- W4313303607 doi "https://doi.org/10.48550/arxiv.2212.13791" @default.
- W4313303607 hasPublicationYear "2022" @default.
- W4313303607 type Work @default.
- W4313303607 citedByCount "0" @default.
- W4313303607 crossrefType "posted-content" @default.
- W4313303607 hasAuthorship W4313303607A5038446527 @default.
- W4313303607 hasAuthorship W4313303607A5077044865 @default.
- W4313303607 hasBestOaLocation W43133036071 @default.
- W4313303607 hasConcept C111919701 @default.
- W4313303607 hasConcept C115961682 @default.
- W4313303607 hasConcept C119857082 @default.
- W4313303607 hasConcept C121332964 @default.
- W4313303607 hasConcept C124101348 @default.
- W4313303607 hasConcept C138885662 @default.
- W4313303607 hasConcept C153180895 @default.
- W4313303607 hasConcept C154945302 @default.
- W4313303607 hasConcept C160633673 @default.
- W4313303607 hasConcept C162324750 @default.
- W4313303607 hasConcept C166957645 @default.
- W4313303607 hasConcept C176217482 @default.
- W4313303607 hasConcept C205649164 @default.
- W4313303607 hasConcept C21547014 @default.
- W4313303607 hasConcept C24890656 @default.
- W4313303607 hasConcept C2776401178 @default.
- W4313303607 hasConcept C2778355321 @default.
- W4313303607 hasConcept C2778572836 @default.
- W4313303607 hasConcept C2779343474 @default.
- W4313303607 hasConcept C37736160 @default.
- W4313303607 hasConcept C41008148 @default.
- W4313303607 hasConcept C41895202 @default.
- W4313303607 hasConcept C83665646 @default.
- W4313303607 hasConceptScore W4313303607C111919701 @default.
- W4313303607 hasConceptScore W4313303607C115961682 @default.
- W4313303607 hasConceptScore W4313303607C119857082 @default.
- W4313303607 hasConceptScore W4313303607C121332964 @default.
- W4313303607 hasConceptScore W4313303607C124101348 @default.
- W4313303607 hasConceptScore W4313303607C138885662 @default.
- W4313303607 hasConceptScore W4313303607C153180895 @default.
- W4313303607 hasConceptScore W4313303607C154945302 @default.
- W4313303607 hasConceptScore W4313303607C160633673 @default.
- W4313303607 hasConceptScore W4313303607C162324750 @default.
- W4313303607 hasConceptScore W4313303607C166957645 @default.
- W4313303607 hasConceptScore W4313303607C176217482 @default.
- W4313303607 hasConceptScore W4313303607C205649164 @default.
- W4313303607 hasConceptScore W4313303607C21547014 @default.
- W4313303607 hasConceptScore W4313303607C24890656 @default.
- W4313303607 hasConceptScore W4313303607C2776401178 @default.
- W4313303607 hasConceptScore W4313303607C2778355321 @default.
- W4313303607 hasConceptScore W4313303607C2778572836 @default.
- W4313303607 hasConceptScore W4313303607C2779343474 @default.
- W4313303607 hasConceptScore W4313303607C37736160 @default.
- W4313303607 hasConceptScore W4313303607C41008148 @default.
- W4313303607 hasConceptScore W4313303607C41895202 @default.
- W4313303607 hasConceptScore W4313303607C83665646 @default.
- W4313303607 hasLocation W43133036071 @default.
- W4313303607 hasOpenAccess W4313303607 @default.
- W4313303607 hasPrimaryLocation W43133036071 @default.
- W4313303607 hasRelatedWork W1965781815 @default.
- W4313303607 hasRelatedWork W2036586713 @default.
- W4313303607 hasRelatedWork W2052253960 @default.
- W4313303607 hasRelatedWork W2136476704 @default.
- W4313303607 hasRelatedWork W2147802381 @default.
- W4313303607 hasRelatedWork W2149249189 @default.
- W4313303607 hasRelatedWork W2509918103 @default.
- W4313303607 hasRelatedWork W3197541072 @default.
- W4313303607 hasRelatedWork W4213252084 @default.
- W4313303607 hasRelatedWork W2106595108 @default.
- W4313303607 isParatext "false" @default.
- W4313303607 isRetracted "false" @default.
- W4313303607 workType "article" @default.