Matches in SemOpenAlex for { <https://semopenalex.org/work/W2903703378> ?p ?o ?g. }
Showing items 1 to 98 of
98
with 100 items per page.
- W2903703378 abstract "Importance of visual context in scene understanding tasks is well recognized in the computer vision community. However, to what extent the computer vision models are dependent on the context to make their predictions is unclear. A model overly relying on context will fail when encountering objects in different contexts than in training data and hence it is important to identify these dependencies before we can deploy the models in the real-world. We propose a method to quantify the sensitivity of black-box vision models to visual context by editing images to remove selected objects and measuring the response of the target models. We apply this methodology on two tasks, image classification and semantic segmentation, and discover undesirable dependency between objects and context, for example that ``sidewalk'' segmentation is very sensitive to the presence of ``cars'' in the image. We propose an object removal based data augmentation solution to mitigate this dependency and increase the robustness of classification and segmentation models to contextual variations. Our experiments show that the proposed data augmentation helps these models improve the performance in out-of-context scenarios, while preserving the performance on regular data." @default.
- W2903703378 created "2018-12-22" @default.
- W2903703378 creator A5003887059 @default.
- W2903703378 creator A5037157627 @default.
- W2903703378 creator A5051534545 @default.
- W2903703378 date "2019-06-01" @default.
- W2903703378 modified "2023-09-24" @default.
- W2903703378 title "Not Using the Car to See the Sidewalk — Quantifying and Controlling the Effects of Context in Classification and Segmentation" @default.
- W2903703378 cites W1903029394 @default.
- W2903703378 cites W1994488211 @default.
- W2903703378 cites W1999378860 @default.
- W2903703378 cites W2074246143 @default.
- W2903703378 cites W2081293863 @default.
- W2903703378 cites W2095242101 @default.
- W2903703378 cites W2106097867 @default.
- W2903703378 cites W2108598243 @default.
- W2903703378 cites W2125215748 @default.
- W2903703378 cites W2141231702 @default.
- W2903703378 cites W2282821441 @default.
- W2903703378 cites W2288122362 @default.
- W2903703378 cites W2412782625 @default.
- W2903703378 cites W2438305798 @default.
- W2903703378 cites W2560023338 @default.
- W2903703378 cites W2737258237 @default.
- W2903703378 cites W2740962769 @default.
- W2903703378 cites W2883820570 @default.
- W2903703378 cites W2937970997 @default.
- W2903703378 cites W2963727650 @default.
- W2903703378 cites W2963749936 @default.
- W2903703378 doi "https://doi.org/10.1109/cvpr.2019.00841" @default.
- W2903703378 hasPublicationYear "2019" @default.
- W2903703378 type Work @default.
- W2903703378 sameAs 2903703378 @default.
- W2903703378 citedByCount "39" @default.
- W2903703378 countsByYear W29037033782018 @default.
- W2903703378 countsByYear W29037033782019 @default.
- W2903703378 countsByYear W29037033782020 @default.
- W2903703378 countsByYear W29037033782021 @default.
- W2903703378 countsByYear W29037033782022 @default.
- W2903703378 crossrefType "proceedings-article" @default.
- W2903703378 hasAuthorship W2903703378A5003887059 @default.
- W2903703378 hasAuthorship W2903703378A5037157627 @default.
- W2903703378 hasAuthorship W2903703378A5051534545 @default.
- W2903703378 hasBestOaLocation W29037033782 @default.
- W2903703378 hasConcept C104317684 @default.
- W2903703378 hasConcept C119857082 @default.
- W2903703378 hasConcept C124504099 @default.
- W2903703378 hasConcept C151730666 @default.
- W2903703378 hasConcept C153180895 @default.
- W2903703378 hasConcept C154945302 @default.
- W2903703378 hasConcept C183322885 @default.
- W2903703378 hasConcept C185592680 @default.
- W2903703378 hasConcept C19768560 @default.
- W2903703378 hasConcept C2776151529 @default.
- W2903703378 hasConcept C2779343474 @default.
- W2903703378 hasConcept C2781238097 @default.
- W2903703378 hasConcept C31972630 @default.
- W2903703378 hasConcept C41008148 @default.
- W2903703378 hasConcept C55493867 @default.
- W2903703378 hasConcept C63479239 @default.
- W2903703378 hasConcept C86803240 @default.
- W2903703378 hasConcept C89600930 @default.
- W2903703378 hasConceptScore W2903703378C104317684 @default.
- W2903703378 hasConceptScore W2903703378C119857082 @default.
- W2903703378 hasConceptScore W2903703378C124504099 @default.
- W2903703378 hasConceptScore W2903703378C151730666 @default.
- W2903703378 hasConceptScore W2903703378C153180895 @default.
- W2903703378 hasConceptScore W2903703378C154945302 @default.
- W2903703378 hasConceptScore W2903703378C183322885 @default.
- W2903703378 hasConceptScore W2903703378C185592680 @default.
- W2903703378 hasConceptScore W2903703378C19768560 @default.
- W2903703378 hasConceptScore W2903703378C2776151529 @default.
- W2903703378 hasConceptScore W2903703378C2779343474 @default.
- W2903703378 hasConceptScore W2903703378C2781238097 @default.
- W2903703378 hasConceptScore W2903703378C31972630 @default.
- W2903703378 hasConceptScore W2903703378C41008148 @default.
- W2903703378 hasConceptScore W2903703378C55493867 @default.
- W2903703378 hasConceptScore W2903703378C63479239 @default.
- W2903703378 hasConceptScore W2903703378C86803240 @default.
- W2903703378 hasConceptScore W2903703378C89600930 @default.
- W2903703378 hasLocation W29037033781 @default.
- W2903703378 hasLocation W29037033782 @default.
- W2903703378 hasOpenAccess W2903703378 @default.
- W2903703378 hasPrimaryLocation W29037033781 @default.
- W2903703378 hasRelatedWork W1963494852 @default.
- W2903703378 hasRelatedWork W2004370856 @default.
- W2903703378 hasRelatedWork W2019566805 @default.
- W2903703378 hasRelatedWork W2021186063 @default.
- W2903703378 hasRelatedWork W2095705906 @default.
- W2903703378 hasRelatedWork W2383464976 @default.
- W2903703378 hasRelatedWork W2739874619 @default.
- W2903703378 hasRelatedWork W2922421953 @default.
- W2903703378 hasRelatedWork W2975200075 @default.
- W2903703378 hasRelatedWork W1967061043 @default.
- W2903703378 isParatext "false" @default.
- W2903703378 isRetracted "false" @default.
- W2903703378 magId "2903703378" @default.
- W2903703378 workType "article" @default.