FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W3015865764> ?p ?o ?g. }

• W3015865764 abstract "Convolutional Neural Networks (CNNs) are known to be brittle under various image transformations, including rotations, scalings, and changes of lighting conditions. We observe that the features of a transformed image are drastically different from the ones of the original image. To make CNNs more invariant to transformations, we propose Feature Lenses, a set of ad-hoc modules that can be easily plugged into a trained model (referred to as the host model). Each individual lens reconstructs the original features given the features of a transformed image under a particular transformation. These lenses jointly counteract feature distortions caused by various transformations, thus making the host model more robust without retraining. By only updating lenses, the host model is freed from iterative updating when facing new transformations absent in the training data; as feature semantics are preserved, downstream applications, such as classifiers and detectors, automatically gain robustness without retraining. Lenses are trained in a self-supervised fashion with no annotations, by minimizing a novel Top-K Activation Contrast Loss between lens-transformed features and original features. Evaluated on ImageNet, MNIST-rot, and CIFAR-10, Feature Lenses show clear advantages over baseline methods." @default.
• W3015865764 created "2020-04-17" @default.
• W3015865764 creator A5001599295 @default.
• W3015865764 creator A5015477789 @default.
• W3015865764 creator A5031263402 @default.
• W3015865764 creator A5046206794 @default.
• W3015865764 creator A5055069451 @default.
• W3015865764 date "2020-04-12" @default.
• W3015865764 modified "2023-10-17" @default.
• W3015865764 title "Feature Lenses: Plug-and-play Neural Modules for Transformation-Invariant Visual Representations" @default.
• W3015865764 cites W1800922288 @default.
• W3015865764 cites W1821462560 @default.
• W3015865764 cites W1994197834 @default.
• W3015865764 cites W2102605133 @default.
• W3015865764 cites W2163605009 @default.
• W3015865764 cites W2194775991 @default.
• W3015865764 cites W2279221249 @default.
• W3015865764 cites W2613718673 @default.
• W3015865764 cites W2750784772 @default.
• W3015865764 cites W2768489488 @default.
• W3015865764 cites W2769152880 @default.
• W3015865764 cites W2788769393 @default.
• W3015865764 cites W2801243570 @default.
• W3015865764 cites W2888527098 @default.
• W3015865764 cites W2895723011 @default.
• W3015865764 cites W2948734064 @default.
• W3015865764 cites W2949517790 @default.
• W3015865764 cites W2962707369 @default.
• W3015865764 cites W2962742544 @default.
• W3015865764 cites W2962793481 @default.
• W3015865764 cites W2963211188 @default.
• W3015865764 cites W2963299736 @default.
• W3015865764 cites W2963315052 @default.
• W3015865764 cites W2963343946 @default.
• W3015865764 cites W2964082701 @default.
• W3015865764 cites W2964118293 @default.
• W3015865764 cites W2964285767 @default.
• W3015865764 cites W2969254886 @default.
• W3015865764 cites W2970172541 @default.
• W3015865764 cites W2982157312 @default.
• W3015865764 cites W2990519461 @default.
• W3015865764 cites W2990789488 @default.
• W3015865764 cites W2994633389 @default.
• W3015865764 cites W3005221849 @default.
• W3015865764 cites W3005680577 @default.
• W3015865764 cites W3021931813 @default.
• W3015865764 cites W3034594226 @default.
• W3015865764 cites W3099570996 @default.
• W3015865764 cites W3103800629 @default.
• W3015865764 doi "https://doi.org/10.48550/arxiv.2004.05554" @default.
• W3015865764 hasPublicationYear "2020" @default.
• W3015865764 type Work @default.
• W3015865764 sameAs 3015865764 @default.
• W3015865764 citedByCount "0" @default.
• W3015865764 crossrefType "posted-content" @default.
• W3015865764 hasAuthorship W3015865764A5001599295 @default.
• W3015865764 hasAuthorship W3015865764A5015477789 @default.
• W3015865764 hasAuthorship W3015865764A5031263402 @default.
• W3015865764 hasAuthorship W3015865764A5046206794 @default.
• W3015865764 hasAuthorship W3015865764A5055069451 @default.
• W3015865764 hasBestOaLocation W30158657641 @default.
• W3015865764 hasConcept C104317684 @default.
• W3015865764 hasConcept C138885662 @default.
• W3015865764 hasConcept C153180895 @default.
• W3015865764 hasConcept C154945302 @default.
• W3015865764 hasConcept C185592680 @default.
• W3015865764 hasConcept C190470478 @default.
• W3015865764 hasConcept C190502265 @default.
• W3015865764 hasConcept C204241405 @default.
• W3015865764 hasConcept C2776401178 @default.
• W3015865764 hasConcept C31972630 @default.
• W3015865764 hasConcept C33923547 @default.
• W3015865764 hasConcept C37914503 @default.
• W3015865764 hasConcept C41008148 @default.
• W3015865764 hasConcept C41895202 @default.
• W3015865764 hasConcept C50644808 @default.
• W3015865764 hasConcept C55493867 @default.
• W3015865764 hasConcept C63479239 @default.
• W3015865764 hasConcept C81363708 @default.
• W3015865764 hasConceptScore W3015865764C104317684 @default.
• W3015865764 hasConceptScore W3015865764C138885662 @default.
• W3015865764 hasConceptScore W3015865764C153180895 @default.
• W3015865764 hasConceptScore W3015865764C154945302 @default.
• W3015865764 hasConceptScore W3015865764C185592680 @default.
• W3015865764 hasConceptScore W3015865764C190470478 @default.
• W3015865764 hasConceptScore W3015865764C190502265 @default.
• W3015865764 hasConceptScore W3015865764C204241405 @default.
• W3015865764 hasConceptScore W3015865764C2776401178 @default.
• W3015865764 hasConceptScore W3015865764C31972630 @default.
• W3015865764 hasConceptScore W3015865764C33923547 @default.
• W3015865764 hasConceptScore W3015865764C37914503 @default.
• W3015865764 hasConceptScore W3015865764C41008148 @default.
• W3015865764 hasConceptScore W3015865764C41895202 @default.
• W3015865764 hasConceptScore W3015865764C50644808 @default.
• W3015865764 hasConceptScore W3015865764C55493867 @default.
• W3015865764 hasConceptScore W3015865764C63479239 @default.
• W3015865764 hasConceptScore W3015865764C81363708 @default.
• W3015865764 hasLocation W30158657641 @default.
• W3015865764 hasOpenAccess W3015865764 @default.
• W3015865764 hasPrimaryLocation W30158657641 @default.

• next