Matches in SemOpenAlex for { <https://semopenalex.org/work/W4311005685> ?p ?o ?g. }
Showing items 1 to 87 of
87
with 100 items per page.
- W4311005685 abstract "Video compression plays a crucial role in video streaming and classification systems by maximizing the end-user quality of experience (QoE) at a given bandwidth budget. In this paper, we conduct the first systematic study for adversarial attacks on deep learning-based video compression and downstream classification systems. Our attack framework, dubbed RoVISQ, manipulates the Rate-Distortion ($textit{R}$-$textit{D}$) relationship of a video compression model to achieve one or both of the following goals: (1) increasing the network bandwidth, (2) degrading the video quality for end-users. We further devise new objectives for targeted and untargeted attacks to a downstream video classification service. Finally, we design an input-invariant perturbation that universally disrupts video compression and classification systems in real time. Unlike previously proposed attacks on video classification, our adversarial perturbations are the first to withstand compression. We empirically show the resilience of RoVISQ attacks against various defenses, i.e., adversarial training, video denoising, and JPEG compression. Our extensive experimental results on various video datasets show RoVISQ attacks deteriorate peak signal-to-noise ratio by up to 5.6dB and the bit-rate by up to $sim$ 2.4$times$ while achieving over 90$%$ attack success rate on a downstream classifier. Our user study further demonstrates the effect of RoVISQ attacks on users' QoE." @default.
- W4311005685 created "2022-12-22" @default.
- W4311005685 creator A5019931011 @default.
- W4311005685 creator A5032639277 @default.
- W4311005685 creator A5052706169 @default.
- W4311005685 creator A5052844875 @default.
- W4311005685 date "2023-01-01" @default.
- W4311005685 modified "2023-10-17" @default.
- W4311005685 title "RoVISQ: Reduction of Video Service Quality via Adversarial Attacks on Deep Learning-based Video Compression" @default.
- W4311005685 doi "https://doi.org/10.14722/ndss.2023.23165" @default.
- W4311005685 hasPublicationYear "2023" @default.
- W4311005685 type Work @default.
- W4311005685 citedByCount "1" @default.
- W4311005685 countsByYear W43110056852023 @default.
- W4311005685 crossrefType "proceedings-article" @default.
- W4311005685 hasAuthorship W4311005685A5019931011 @default.
- W4311005685 hasAuthorship W4311005685A5032639277 @default.
- W4311005685 hasAuthorship W4311005685A5052706169 @default.
- W4311005685 hasAuthorship W4311005685A5052844875 @default.
- W4311005685 hasBestOaLocation W43110056851 @default.
- W4311005685 hasConcept C103910844 @default.
- W4311005685 hasConcept C106030495 @default.
- W4311005685 hasConcept C114227958 @default.
- W4311005685 hasConcept C115961682 @default.
- W4311005685 hasConcept C13481523 @default.
- W4311005685 hasConcept C154945302 @default.
- W4311005685 hasConcept C162324750 @default.
- W4311005685 hasConcept C162478608 @default.
- W4311005685 hasConcept C176217482 @default.
- W4311005685 hasConcept C202474056 @default.
- W4311005685 hasConcept C21547014 @default.
- W4311005685 hasConcept C23431618 @default.
- W4311005685 hasConcept C2776257435 @default.
- W4311005685 hasConcept C2779333187 @default.
- W4311005685 hasConcept C30814859 @default.
- W4311005685 hasConcept C31258907 @default.
- W4311005685 hasConcept C37736160 @default.
- W4311005685 hasConcept C41008148 @default.
- W4311005685 hasConcept C5119721 @default.
- W4311005685 hasConcept C55020928 @default.
- W4311005685 hasConcept C65483669 @default.
- W4311005685 hasConcept C78548338 @default.
- W4311005685 hasConcept C79403827 @default.
- W4311005685 hasConcept C9417928 @default.
- W4311005685 hasConcept C94835093 @default.
- W4311005685 hasConceptScore W4311005685C103910844 @default.
- W4311005685 hasConceptScore W4311005685C106030495 @default.
- W4311005685 hasConceptScore W4311005685C114227958 @default.
- W4311005685 hasConceptScore W4311005685C115961682 @default.
- W4311005685 hasConceptScore W4311005685C13481523 @default.
- W4311005685 hasConceptScore W4311005685C154945302 @default.
- W4311005685 hasConceptScore W4311005685C162324750 @default.
- W4311005685 hasConceptScore W4311005685C162478608 @default.
- W4311005685 hasConceptScore W4311005685C176217482 @default.
- W4311005685 hasConceptScore W4311005685C202474056 @default.
- W4311005685 hasConceptScore W4311005685C21547014 @default.
- W4311005685 hasConceptScore W4311005685C23431618 @default.
- W4311005685 hasConceptScore W4311005685C2776257435 @default.
- W4311005685 hasConceptScore W4311005685C2779333187 @default.
- W4311005685 hasConceptScore W4311005685C30814859 @default.
- W4311005685 hasConceptScore W4311005685C31258907 @default.
- W4311005685 hasConceptScore W4311005685C37736160 @default.
- W4311005685 hasConceptScore W4311005685C41008148 @default.
- W4311005685 hasConceptScore W4311005685C5119721 @default.
- W4311005685 hasConceptScore W4311005685C55020928 @default.
- W4311005685 hasConceptScore W4311005685C65483669 @default.
- W4311005685 hasConceptScore W4311005685C78548338 @default.
- W4311005685 hasConceptScore W4311005685C79403827 @default.
- W4311005685 hasConceptScore W4311005685C9417928 @default.
- W4311005685 hasConceptScore W4311005685C94835093 @default.
- W4311005685 hasLocation W43110056851 @default.
- W4311005685 hasLocation W43110056852 @default.
- W4311005685 hasOpenAccess W4311005685 @default.
- W4311005685 hasPrimaryLocation W43110056851 @default.
- W4311005685 hasRelatedWork W2013322428 @default.
- W4311005685 hasRelatedWork W2032469556 @default.
- W4311005685 hasRelatedWork W2165546027 @default.
- W4311005685 hasRelatedWork W2329521847 @default.
- W4311005685 hasRelatedWork W2515642036 @default.
- W4311005685 hasRelatedWork W2561097443 @default.
- W4311005685 hasRelatedWork W3147815861 @default.
- W4311005685 hasRelatedWork W3151658841 @default.
- W4311005685 hasRelatedWork W98872762 @default.
- W4311005685 hasRelatedWork W2137128365 @default.
- W4311005685 isParatext "false" @default.
- W4311005685 isRetracted "false" @default.
- W4311005685 workType "article" @default.