FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W3151972839> ?p ?o ?g. }

• W3151972839 abstract "Deep Learning models are highly susceptible to adversarial manipulations that can lead to catastrophic consequences. One of the most effective methods to defend against such disturbances is adversarial training but at the cost of generalization of unseen attacks and transferability across models. In this paper, we propose a robust defense against adversarial attacks, which is model agnostic and generalizable to unseen adversaries. Initially, with a baseline model, we extract the latent representations for each class and adaptively cluster the latent representations that share a semantic similarity. We obtain the distributions for the clustered latent representations and from their originating images, we learn semantic reconstruction dictionaries (SRD). We adversarially train a new model constraining the latent space representation to minimize the distance between the adversarial latent representation and the true cluster distribution. To purify the image, we decompose the input into low and high-frequency components. The high-frequency component is reconstructed based on the most adequate SRD from the clean dataset. In order to evaluate the most adequate SRD, we rely on the distance between robust latent representations and semantic cluster distributions. The output is a purified image with no perturbation. Image purification on CIFAR-10 and ImageNet-10 using our proposed method improved the accuracy by more than 10% compared to state-of-the-art results." @default.
• W3151972839 created "2021-04-13" @default.
• W3151972839 creator A5012889978 @default.
• W3151972839 creator A5017210698 @default.
• W3151972839 creator A5035502033 @default.
• W3151972839 creator A5059680425 @default.
• W3151972839 date "2021-04-05" @default.
• W3151972839 modified "2023-09-26" @default.
• W3151972839 title "Adaptive Clustering of Robust Semantic Representations for Adversarial Image Purification" @default.
• W3151972839 cites W1686810756 @default.
• W3151972839 cites W2001818158 @default.
• W3151972839 cites W2073459066 @default.
• W3151972839 cites W2117539524 @default.
• W3151972839 cites W2159579247 @default.
• W3151972839 cites W2164278908 @default.
• W3151972839 cites W2180612164 @default.
• W3151972839 cites W2193413348 @default.
• W3151972839 cites W2194775991 @default.
• W3151972839 cites W2243397390 @default.
• W3151972839 cites W2401231614 @default.
• W3151972839 cites W2543927648 @default.
• W3151972839 cites W2591130492 @default.
• W3151972839 cites W2618043096 @default.
• W3151972839 cites W2757182288 @default.
• W3151972839 cites W2791953061 @default.
• W3151972839 cites W2917651890 @default.
• W3151972839 cites W2919115771 @default.
• W3151972839 cites W2946537685 @default.
• W3151972839 cites W2952071070 @default.
• W3151972839 cites W2954322257 @default.
• W3151972839 cites W2954353134 @default.
• W3151972839 cites W2954978443 @default.
• W3151972839 cites W2962729158 @default.
• W3151972839 cites W2962759300 @default.
• W3151972839 cites W2962872506 @default.
• W3151972839 cites W2963001136 @default.
• W3151972839 cites W2963207607 @default.
• W3151972839 cites W2963268689 @default.
• W3151972839 cites W2963297642 @default.
• W3151972839 cites W2963424284 @default.
• W3151972839 cites W2963542245 @default.
• W3151972839 cites W2963694625 @default.
• W3151972839 cites W2963857521 @default.
• W3151972839 cites W2964153729 @default.
• W3151972839 cites W2964253222 @default.
• W3151972839 cites W2968044287 @default.
• W3151972839 cites W2976501124 @default.
• W3151972839 cites W2995387004 @default.
• W3151972839 cites W2995645057 @default.
• W3151972839 cites W2996180708 @default.
• W3151972839 cites W2996343955 @default.
• W3151972839 cites W2996564870 @default.
• W3151972839 cites W3006208173 @default.
• W3151972839 cites W3014367460 @default.
• W3151972839 cites W3015625436 @default.
• W3151972839 cites W3039230418 @default.
• W3151972839 cites W3098881644 @default.
• W3151972839 cites W3104140305 @default.
• W3151972839 cites W3118608800 @default.
• W3151972839 cites W3118637151 @default.
• W3151972839 cites W9657784 @default.
• W3151972839 hasPublicationYear "2021" @default.
• W3151972839 type Work @default.
• W3151972839 sameAs 3151972839 @default.
• W3151972839 citedByCount "0" @default.
• W3151972839 crossrefType "posted-content" @default.
• W3151972839 hasAuthorship W3151972839A5012889978 @default.
• W3151972839 hasAuthorship W3151972839A5017210698 @default.
• W3151972839 hasAuthorship W3151972839A5035502033 @default.
• W3151972839 hasAuthorship W3151972839A5059680425 @default.
• W3151972839 hasConcept C103278499 @default.
• W3151972839 hasConcept C104317684 @default.
• W3151972839 hasConcept C112933361 @default.
• W3151972839 hasConcept C115961682 @default.
• W3151972839 hasConcept C119857082 @default.
• W3151972839 hasConcept C134306372 @default.
• W3151972839 hasConcept C153180895 @default.
• W3151972839 hasConcept C154945302 @default.
• W3151972839 hasConcept C177148314 @default.
• W3151972839 hasConcept C17744445 @default.
• W3151972839 hasConcept C185592680 @default.
• W3151972839 hasConcept C199539241 @default.
• W3151972839 hasConcept C2776359362 @default.
• W3151972839 hasConcept C33923547 @default.
• W3151972839 hasConcept C37736160 @default.
• W3151972839 hasConcept C41008148 @default.
• W3151972839 hasConcept C55493867 @default.
• W3151972839 hasConcept C63479239 @default.
• W3151972839 hasConcept C73555534 @default.
• W3151972839 hasConcept C94625758 @default.
• W3151972839 hasConceptScore W3151972839C103278499 @default.
• W3151972839 hasConceptScore W3151972839C104317684 @default.
• W3151972839 hasConceptScore W3151972839C112933361 @default.
• W3151972839 hasConceptScore W3151972839C115961682 @default.
• W3151972839 hasConceptScore W3151972839C119857082 @default.
• W3151972839 hasConceptScore W3151972839C134306372 @default.
• W3151972839 hasConceptScore W3151972839C153180895 @default.
• W3151972839 hasConceptScore W3151972839C154945302 @default.
• W3151972839 hasConceptScore W3151972839C177148314 @default.
• W3151972839 hasConceptScore W3151972839C17744445 @default.

• next