Matches in SemOpenAlex for { <https://semopenalex.org/work/W4287869739> ?p ?o ?g. }
Showing items 1 to 61 of
61
with 100 items per page.
- W4287869739 abstract "Computer vision datasets containing multiple modalities such as color, depth, and thermal properties are now commonly accessible and useful for solving a wide array of challenging tasks. However, deploying multi-sensor heads is not possible in many scenarios. As such many practical solutions tend to be based on simpler sensors, mostly for cost, simplicity and robustness considerations. In this work, we propose a training methodology to take advantage of these additional modalities available in datasets, even if they are not available at test time. By assuming that the modalities have a strong spatial correlation, we propose Input Dropout, a simple technique that consists in stochastic hiding of one or many input modalities at training time, while using only the canonical (e.g. RGB) modalities at test time. We demonstrate that Input Dropout trivially combines with existing deep convolutional architectures, and improves their performance on a wide range of computer vision tasks such as dehazing, 6-DOF object tracking, pedestrian detection and object classification." @default.
- W4287869739 created "2022-07-26" @default.
- W4287869739 creator A5012606778 @default.
- W4287869739 creator A5034761030 @default.
- W4287869739 creator A5042971282 @default.
- W4287869739 creator A5045218915 @default.
- W4287869739 date "2020-02-07" @default.
- W4287869739 modified "2023-09-24" @default.
- W4287869739 title "Input Dropout for Spatially Aligned Modalities" @default.
- W4287869739 doi "https://doi.org/10.48550/arxiv.2002.02852" @default.
- W4287869739 hasPublicationYear "2020" @default.
- W4287869739 type Work @default.
- W4287869739 citedByCount "0" @default.
- W4287869739 crossrefType "posted-content" @default.
- W4287869739 hasAuthorship W4287869739A5012606778 @default.
- W4287869739 hasAuthorship W4287869739A5034761030 @default.
- W4287869739 hasAuthorship W4287869739A5042971282 @default.
- W4287869739 hasAuthorship W4287869739A5045218915 @default.
- W4287869739 hasBestOaLocation W42878697391 @default.
- W4287869739 hasConcept C104317684 @default.
- W4287869739 hasConcept C119857082 @default.
- W4287869739 hasConcept C144024400 @default.
- W4287869739 hasConcept C154945302 @default.
- W4287869739 hasConcept C185592680 @default.
- W4287869739 hasConcept C2776145597 @default.
- W4287869739 hasConcept C2779903281 @default.
- W4287869739 hasConcept C31972630 @default.
- W4287869739 hasConcept C36289849 @default.
- W4287869739 hasConcept C41008148 @default.
- W4287869739 hasConcept C55493867 @default.
- W4287869739 hasConcept C63479239 @default.
- W4287869739 hasConcept C82990744 @default.
- W4287869739 hasConceptScore W4287869739C104317684 @default.
- W4287869739 hasConceptScore W4287869739C119857082 @default.
- W4287869739 hasConceptScore W4287869739C144024400 @default.
- W4287869739 hasConceptScore W4287869739C154945302 @default.
- W4287869739 hasConceptScore W4287869739C185592680 @default.
- W4287869739 hasConceptScore W4287869739C2776145597 @default.
- W4287869739 hasConceptScore W4287869739C2779903281 @default.
- W4287869739 hasConceptScore W4287869739C31972630 @default.
- W4287869739 hasConceptScore W4287869739C36289849 @default.
- W4287869739 hasConceptScore W4287869739C41008148 @default.
- W4287869739 hasConceptScore W4287869739C55493867 @default.
- W4287869739 hasConceptScore W4287869739C63479239 @default.
- W4287869739 hasConceptScore W4287869739C82990744 @default.
- W4287869739 hasLocation W42878697391 @default.
- W4287869739 hasOpenAccess W4287869739 @default.
- W4287869739 hasPrimaryLocation W42878697391 @default.
- W4287869739 hasRelatedWork W2035976912 @default.
- W4287869739 hasRelatedWork W2036807459 @default.
- W4287869739 hasRelatedWork W2052518016 @default.
- W4287869739 hasRelatedWork W2085956791 @default.
- W4287869739 hasRelatedWork W2283162247 @default.
- W4287869739 hasRelatedWork W2524507886 @default.
- W4287869739 hasRelatedWork W2541791370 @default.
- W4287869739 hasRelatedWork W2921707373 @default.
- W4287869739 hasRelatedWork W2980357211 @default.
- W4287869739 hasRelatedWork W3082551657 @default.
- W4287869739 isParatext "false" @default.
- W4287869739 isRetracted "false" @default.
- W4287869739 workType "article" @default.