Matches in SemOpenAlex for { <https://semopenalex.org/work/W3144054256> ?p ?o ?g. }
- W3144054256 abstract "While the untargeted black-box transferability of adversarial perturbations has been extensively studied before, changing an unseen model's decisions to a specific `targeted' class remains a challenging feat. In this paper, we propose a new generative approach for highly transferable targeted perturbations (ours). We note that the existing methods are less suitable for this task due to their reliance on class-boundary information that changes from one model to another, thus reducing transferability. In contrast, our approach matches the perturbed image `distribution' with that of the target class, leading to high targeted transferability rates. To this end, we propose a new objective function that not only aligns the global distributions of source and target images, but also matches the local neighbourhood structure between the two domains. Based on the proposed objective, we train a generator function that can adaptively synthesize perturbations specific to a given input. Our generative approach is independent of the source or target domain labels, while consistently performs well against state-of-the-art methods on a wide range of attack settings. As an example, we achieve $32.63%$ target transferability from (an adversarially weak) VGG19$_{BN}$ to (a strong) WideResNet on ImageNet val. set, which is 4$times$ higher than the previous best generative attack and 16$times$ better than instance-specific iterative attack. Code is available at: {smallurl{this https URL}}." @default.
- W3144054256 created "2021-04-13" @default.
- W3144054256 creator A5025975160 @default.
- W3144054256 creator A5038550641 @default.
- W3144054256 creator A5041437150 @default.
- W3144054256 creator A5079112987 @default.
- W3144054256 creator A5083105774 @default.
- W3144054256 date "2021-03-26" @default.
- W3144054256 modified "2023-09-28" @default.
- W3144054256 title "On Generating Transferable Targeted Perturbations" @default.
- W3144054256 cites W1522301498 @default.
- W3144054256 cites W1965555277 @default.
- W3144054256 cites W2108598243 @default.
- W3144054256 cites W2117539524 @default.
- W3144054256 cites W2331128040 @default.
- W3144054256 cites W2738229973 @default.
- W3144054256 cites W2774644650 @default.
- W3144054256 cites W2793747643 @default.
- W3144054256 cites W2885039223 @default.
- W3144054256 cites W2896078964 @default.
- W3144054256 cites W2902617128 @default.
- W3144054256 cites W2930240712 @default.
- W3144054256 cites W2947874337 @default.
- W3144054256 cites W2949117887 @default.
- W3144054256 cites W2949769151 @default.
- W3144054256 cites W2950864148 @default.
- W3144054256 cites W2953047670 @default.
- W3144054256 cites W2962847335 @default.
- W3144054256 cites W2963268689 @default.
- W3144054256 cites W2963302614 @default.
- W3144054256 cites W2963560523 @default.
- W3144054256 cites W2963855547 @default.
- W3144054256 cites W2963923490 @default.
- W3144054256 cites W2964153729 @default.
- W3144054256 cites W2964171870 @default.
- W3144054256 cites W2964253222 @default.
- W3144054256 cites W2969542116 @default.
- W3144054256 cites W2970115835 @default.
- W3144054256 cites W2984699060 @default.
- W3144054256 cites W2990289029 @default.
- W3144054256 cites W2994931756 @default.
- W3144054256 cites W2995514567 @default.
- W3144054256 cites W3005680577 @default.
- W3144054256 cites W3006076803 @default.
- W3144054256 cites W3022021750 @default.
- W3144054256 cites W3034176567 @default.
- W3144054256 cites W3034190247 @default.
- W3144054256 cites W3035524453 @default.
- W3144054256 cites W3035569111 @default.
- W3144054256 cites W3097746859 @default.
- W3144054256 cites W3098018961 @default.
- W3144054256 cites W3117037102 @default.
- W3144054256 cites W3119997354 @default.
- W3144054256 cites W3164024107 @default.
- W3144054256 cites W3173053527 @default.
- W3144054256 hasPublicationYear "2021" @default.
- W3144054256 type Work @default.
- W3144054256 sameAs 3144054256 @default.
- W3144054256 citedByCount "1" @default.
- W3144054256 countsByYear W31440542562021 @default.
- W3144054256 crossrefType "posted-content" @default.
- W3144054256 hasAuthorship W3144054256A5025975160 @default.
- W3144054256 hasAuthorship W3144054256A5038550641 @default.
- W3144054256 hasAuthorship W3144054256A5041437150 @default.
- W3144054256 hasAuthorship W3144054256A5079112987 @default.
- W3144054256 hasAuthorship W3144054256A5083105774 @default.
- W3144054256 hasConcept C111919701 @default.
- W3144054256 hasConcept C119857082 @default.
- W3144054256 hasConcept C121332964 @default.
- W3144054256 hasConcept C134306372 @default.
- W3144054256 hasConcept C140331021 @default.
- W3144054256 hasConcept C14036430 @default.
- W3144054256 hasConcept C154945302 @default.
- W3144054256 hasConcept C159985019 @default.
- W3144054256 hasConcept C161677786 @default.
- W3144054256 hasConcept C163258240 @default.
- W3144054256 hasConcept C177264268 @default.
- W3144054256 hasConcept C192562407 @default.
- W3144054256 hasConcept C199360897 @default.
- W3144054256 hasConcept C204323151 @default.
- W3144054256 hasConcept C2777212361 @default.
- W3144054256 hasConcept C2780992000 @default.
- W3144054256 hasConcept C33923547 @default.
- W3144054256 hasConcept C36503486 @default.
- W3144054256 hasConcept C39890363 @default.
- W3144054256 hasConcept C41008148 @default.
- W3144054256 hasConcept C43126263 @default.
- W3144054256 hasConcept C61272859 @default.
- W3144054256 hasConcept C62520636 @default.
- W3144054256 hasConcept C78458016 @default.
- W3144054256 hasConcept C86803240 @default.
- W3144054256 hasConceptScore W3144054256C111919701 @default.
- W3144054256 hasConceptScore W3144054256C119857082 @default.
- W3144054256 hasConceptScore W3144054256C121332964 @default.
- W3144054256 hasConceptScore W3144054256C134306372 @default.
- W3144054256 hasConceptScore W3144054256C140331021 @default.
- W3144054256 hasConceptScore W3144054256C14036430 @default.
- W3144054256 hasConceptScore W3144054256C154945302 @default.
- W3144054256 hasConceptScore W3144054256C159985019 @default.
- W3144054256 hasConceptScore W3144054256C161677786 @default.