FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W3129121607> ?p ?o ?g. }

• W3129121607 abstract "Many video classification applications require access to personal data, thereby posing an invasive security risk to the users' privacy. We propose a privacy-preserving implementation of single-frame method based video classification with convolutional neural networks that allows a party to infer a label from a video without necessitating the video owner to disclose their video to other entities in an unencrypted manner. Similarly, our approach removes the requirement of the classifier owner from revealing their model parameters to outside entities in plaintext. To this end, we combine existing Secure Multi-Party Computation (MPC) protocols for private image classification with our novel MPC protocols for oblivious single-frame selection and secure label aggregation across frames. The result is an end-to-end privacy-preserving video classification pipeline. We evaluate our proposed solution in an application for private human emotion recognition. Our results across a variety of security settings, spanning honest and dishonest majority configurations of the computing parties, and for both passive and active adversaries, demonstrate that videos can be classified with state-of-the-art accuracy, and without leaking sensitive user information." @default.
• W3129121607 created "2021-02-15" @default.
• W3129121607 creator A5014034048 @default.
• W3129121607 creator A5055498873 @default.
• W3129121607 creator A5056749857 @default.
• W3129121607 date "2021-02-06" @default.
• W3129121607 modified "2023-10-16" @default.
• W3129121607 title "Privacy-Preserving Video Classification with Convolutional Neural Networks" @default.
• W3129121607 cites W1488113673 @default.
• W3129121607 cites W1508764330 @default.
• W3129121607 cites W1579771234 @default.
• W3129121607 cites W1997859100 @default.
• W3129121607 cites W2016053056 @default.
• W3129121607 cites W2156303437 @default.
• W3129121607 cites W2308045930 @default.
• W3129121607 cites W2397857137 @default.
• W3129121607 cites W2435473771 @default.
• W3129121607 cites W2536058570 @default.
• W3129121607 cites W2620512600 @default.
• W3129121607 cites W2765200655 @default.
• W3129121607 cites W2803193013 @default.
• W3129121607 cites W2903850320 @default.
• W3129121607 cites W2905628412 @default.
• W3129121607 cites W2924423994 @default.
• W3129121607 cites W2940963663 @default.
• W3129121607 cites W2958301808 @default.
• W3129121607 cites W2962697280 @default.
• W3129121607 cites W2962712356 @default.
• W3129121607 cites W2962867198 @default.
• W3129121607 cites W2963106566 @default.
• W3129121607 cites W2963321416 @default.
• W3129121607 cites W2963733194 @default.
• W3129121607 cites W2963752132 @default.
• W3129121607 cites W2968547179 @default.
• W3129121607 cites W2973629179 @default.
• W3129121607 cites W2980945805 @default.
• W3129121607 cites W2984644945 @default.
• W3129121607 cites W2989721801 @default.
• W3129121607 cites W2990152177 @default.
• W3129121607 cites W2990619441 @default.
• W3129121607 cites W2996799978 @default.
• W3129121607 cites W2996849360 @default.
• W3129121607 cites W2997258743 @default.
• W3129121607 cites W2997288337 @default.
• W3129121607 cites W2997604315 @default.
• W3129121607 cites W3002458900 @default.
• W3129121607 cites W3008493372 @default.
• W3129121607 cites W3009828227 @default.
• W3129121607 cites W3010432310 @default.
• W3129121607 cites W3012206664 @default.
• W3129121607 cites W3014556410 @default.
• W3129121607 cites W3016063723 @default.
• W3129121607 cites W3021878953 @default.
• W3129121607 cites W3028290818 @default.
• W3129121607 cites W3030382486 @default.
• W3129121607 cites W3034520808 @default.
• W3129121607 cites W3034624317 @default.
• W3129121607 cites W3034959412 @default.
• W3129121607 cites W3037977024 @default.
• W3129121607 cites W3041957068 @default.
• W3129121607 cites W3082422368 @default.
• W3129121607 cites W3092897728 @default.
• W3129121607 cites W3095979399 @default.
• W3129121607 cites W3098699623 @default.
• W3129121607 cites W3101998545 @default.
• W3129121607 cites W3108146280 @default.
• W3129121607 cites W3108672920 @default.
• W3129121607 cites W3127843656 @default.
• W3129121607 cites W3128104362 @default.
• W3129121607 cites W3128711160 @default.
• W3129121607 hasPublicationYear "2021" @default.
• W3129121607 type Work @default.
• W3129121607 sameAs 3129121607 @default.
• W3129121607 citedByCount "0" @default.
• W3129121607 crossrefType "posted-content" @default.
• W3129121607 hasAuthorship W3129121607A5014034048 @default.
• W3129121607 hasAuthorship W3129121607A5055498873 @default.
• W3129121607 hasAuthorship W3129121607A5056749857 @default.
• W3129121607 hasConcept C119857082 @default.
• W3129121607 hasConcept C136197465 @default.
• W3129121607 hasConcept C148730421 @default.
• W3129121607 hasConcept C154945302 @default.
• W3129121607 hasConcept C38652104 @default.
• W3129121607 hasConcept C41008148 @default.
• W3129121607 hasConcept C81363708 @default.
• W3129121607 hasConcept C92717368 @default.
• W3129121607 hasConcept C95623464 @default.
• W3129121607 hasConcept C99221444 @default.
• W3129121607 hasConceptScore W3129121607C119857082 @default.
• W3129121607 hasConceptScore W3129121607C136197465 @default.
• W3129121607 hasConceptScore W3129121607C148730421 @default.
• W3129121607 hasConceptScore W3129121607C154945302 @default.
• W3129121607 hasConceptScore W3129121607C38652104 @default.
• W3129121607 hasConceptScore W3129121607C41008148 @default.
• W3129121607 hasConceptScore W3129121607C81363708 @default.
• W3129121607 hasConceptScore W3129121607C92717368 @default.
• W3129121607 hasConceptScore W3129121607C95623464 @default.
• W3129121607 hasConceptScore W3129121607C99221444 @default.
• W3129121607 hasLocation W31291216071 @default.
• W3129121607 hasOpenAccess W3129121607 @default.

• next