FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W3035154689> ?p ?o ?g. }

• W3035154689 abstract "Despite the success in still image recognition, deep neural networks for spatiotemporal signal tasks (such as human action recognition in videos) still suffers from low efficacy and inefficiency over the past years. Recently, human experts have put more efforts into analyzing the importance of different components in 3D convolutional neural networks (3D CNNs) to design more powerful spatiotemporal learning backbones. Among many others, spatiotemporal fusion is one of the essentials. It controls how spatial and temporal signals are extracted at each layer during inference. Previous attempts usually start by ad-hoc designs that empirically combine certain convolutions and then draw conclusions based on the performance obtained by training the corresponding networks. These methods only support network-level analysis on limited number of fusion strategies. In this paper, we propose to convert the spatiotemporal fusion strategies into a probability space, which allows us to perform network-level evaluations of various fusion strategies without having to train them separately. Besides, we can also obtain fine-grained numerical information such as layer-level preference on spatiotemporal fusion within the probability space. Our approach greatly boosts the efficiency of analyzing spatiotemporal fusion. Based on the probability space, we further generate new fusion strategies which achieve the state-of-the-art performance on four well-known action recognition datasets." @default.
• W3035154689 created "2020-06-19" @default.
• W3035154689 creator A5003217535 @default.
• W3035154689 creator A5005976848 @default.
• W3035154689 creator A5012934611 @default.
• W3035154689 creator A5028133219 @default.
• W3035154689 creator A5049963367 @default.
• W3035154689 date "2020-06-01" @default.
• W3035154689 modified "2023-09-25" @default.
• W3035154689 title "Spatiotemporal Fusion in 3D CNNs: A Probabilistic View" @default.
• W3035154689 cites W1522734439 @default.
• W3035154689 cites W1944615693 @default.
• W3035154689 cites W2194775991 @default.
• W3035154689 cites W2235034809 @default.
• W3035154689 cites W2549139847 @default.
• W3035154689 cites W2625366777 @default.
• W3035154689 cites W2798472916 @default.
• W3035154689 cites W2799146007 @default.
• W3035154689 cites W2886523323 @default.
• W3035154689 cites W2912152775 @default.
• W3035154689 cites W2943351376 @default.
• W3035154689 cites W2948048211 @default.
• W3035154689 cites W2963155035 @default.
• W3035154689 cites W2963163009 @default.
• W3035154689 cites W2963446712 @default.
• W3035154689 cites W2963457877 @default.
• W3035154689 cites W2963524571 @default.
• W3035154689 cites W2963645879 @default.
• W3035154689 cites W2965093311 @default.
• W3035154689 cites W2981385151 @default.
• W3035154689 cites W2986364431 @default.
• W3035154689 cites W2990152177 @default.
• W3035154689 doi "https://doi.org/10.1109/cvpr42600.2020.00985" @default.
• W3035154689 hasPublicationYear "2020" @default.
• W3035154689 type Work @default.
• W3035154689 sameAs 3035154689 @default.
• W3035154689 citedByCount "16" @default.
• W3035154689 countsByYear W30351546892020 @default.
• W3035154689 countsByYear W30351546892021 @default.
• W3035154689 countsByYear W30351546892022 @default.
• W3035154689 countsByYear W30351546892023 @default.
• W3035154689 crossrefType "proceedings-article" @default.
• W3035154689 hasAuthorship W3035154689A5003217535 @default.
• W3035154689 hasAuthorship W3035154689A5005976848 @default.
• W3035154689 hasAuthorship W3035154689A5012934611 @default.
• W3035154689 hasAuthorship W3035154689A5028133219 @default.
• W3035154689 hasAuthorship W3035154689A5049963367 @default.
• W3035154689 hasBestOaLocation W30351546892 @default.
• W3035154689 hasConcept C108583219 @default.
• W3035154689 hasConcept C115961682 @default.
• W3035154689 hasConcept C119857082 @default.
• W3035154689 hasConcept C138885662 @default.
• W3035154689 hasConcept C153180895 @default.
• W3035154689 hasConcept C154945302 @default.
• W3035154689 hasConcept C158525013 @default.
• W3035154689 hasConcept C178790620 @default.
• W3035154689 hasConcept C185592680 @default.
• W3035154689 hasConcept C2776214188 @default.
• W3035154689 hasConcept C2777212361 @default.
• W3035154689 hasConcept C2778971668 @default.
• W3035154689 hasConcept C2779227376 @default.
• W3035154689 hasConcept C2987834672 @default.
• W3035154689 hasConcept C41008148 @default.
• W3035154689 hasConcept C41895202 @default.
• W3035154689 hasConcept C49937458 @default.
• W3035154689 hasConcept C69744172 @default.
• W3035154689 hasConcept C81363708 @default.
• W3035154689 hasConceptScore W3035154689C108583219 @default.
• W3035154689 hasConceptScore W3035154689C115961682 @default.
• W3035154689 hasConceptScore W3035154689C119857082 @default.
• W3035154689 hasConceptScore W3035154689C138885662 @default.
• W3035154689 hasConceptScore W3035154689C153180895 @default.
• W3035154689 hasConceptScore W3035154689C154945302 @default.
• W3035154689 hasConceptScore W3035154689C158525013 @default.
• W3035154689 hasConceptScore W3035154689C178790620 @default.
• W3035154689 hasConceptScore W3035154689C185592680 @default.
• W3035154689 hasConceptScore W3035154689C2776214188 @default.
• W3035154689 hasConceptScore W3035154689C2777212361 @default.
• W3035154689 hasConceptScore W3035154689C2778971668 @default.
• W3035154689 hasConceptScore W3035154689C2779227376 @default.
• W3035154689 hasConceptScore W3035154689C2987834672 @default.
• W3035154689 hasConceptScore W3035154689C41008148 @default.
• W3035154689 hasConceptScore W3035154689C41895202 @default.
• W3035154689 hasConceptScore W3035154689C49937458 @default.
• W3035154689 hasConceptScore W3035154689C69744172 @default.
• W3035154689 hasConceptScore W3035154689C81363708 @default.
• W3035154689 hasLocation W30351546891 @default.
• W3035154689 hasLocation W30351546892 @default.
• W3035154689 hasOpenAccess W3035154689 @default.
• W3035154689 hasPrimaryLocation W30351546891 @default.
• W3035154689 hasRelatedWork W2731899572 @default.
• W3035154689 hasRelatedWork W2999805992 @default.
• W3035154689 hasRelatedWork W3116150086 @default.
• W3035154689 hasRelatedWork W3133861977 @default.
• W3035154689 hasRelatedWork W4200173597 @default.
• W3035154689 hasRelatedWork W4223943233 @default.
• W3035154689 hasRelatedWork W4291897433 @default.
• W3035154689 hasRelatedWork W4312417841 @default.
• W3035154689 hasRelatedWork W4321369474 @default.
• W3035154689 hasRelatedWork W4380075502 @default.

• next