FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W2937322566> ?p ?o ?g. }

• W2937322566 abstract "Learning in the space-time domain remains a very challenging problem in machine learning and computer vision. Current computational models for understanding spatio-temporal visual data are heavily rooted in the classical single-image based paradigm. It is not yet well understood how to integrate information in space and time into a single, general model. We propose a neural graph model, recurrent in space and time, suitable for capturing both the local appearance and the complex higher-level interactions of different entities and objects within the changing world scene. Nodes and edges in our graph have dedicated neural networks for processing information. Nodes operate over features extracted from local parts in space and time and previous memory states. Edges process messages between connected nodes at different locations and spatial scales or between past and present time. Messages are passed iteratively in order to transmit information globally and establish long range interactions. Our model is general and could learn to recognize a variety of high level spatio-temporal concepts and be applied to different learning tasks. We demonstrate, through extensive experiments and ablation studies, that our model outperforms strong baselines and top published methods on recognizing complex activities in video. Moreover, we obtain state-of-the-art performance on the challenging Something-Something human-object interaction dataset." @default.
• W2937322566 created "2019-04-25" @default.
• W2937322566 creator A5011131154 @default.
• W2937322566 creator A5086392501 @default.
• W2937322566 creator A5091112236 @default.
• W2937322566 date "2019-04-11" @default.
• W2937322566 modified "2023-09-27" @default.
• W2937322566 title "Recurrent Space-time Graphs for Video Understanding." @default.
• W2937322566 cites W1554544485 @default.
• W2937322566 cites W2020999234 @default.
• W2937322566 cites W2030536784 @default.
• W2937322566 cites W2107792892 @default.
• W2937322566 cites W2126579184 @default.
• W2937322566 cites W2140666719 @default.
• W2937322566 cites W2147880316 @default.
• W2937322566 cites W2152953631 @default.
• W2937322566 cites W2157331557 @default.
• W2937322566 cites W2159080219 @default.
• W2937322566 cites W2162915993 @default.
• W2937322566 cites W2165874743 @default.
• W2937322566 cites W2183341477 @default.
• W2937322566 cites W2194775991 @default.
• W2937322566 cites W2337252826 @default.
• W2937322566 cites W2552391307 @default.
• W2937322566 cites W2625366777 @default.
• W2937322566 cites W2949117887 @default.
• W2937322566 cites W2950898568 @default.
• W2937322566 cites W2952254971 @default.
• W2937322566 cites W2963091558 @default.
• W2937322566 cites W2963403868 @default.
• W2937322566 cites W2963524571 @default.
• W2937322566 cites W2963858333 @default.
• W2937322566 cites W2963907629 @default.
• W2937322566 cites W2964091144 @default.
• W2937322566 cites W2964191259 @default.
• W2937322566 cites W2964321699 @default.
• W2937322566 cites W637153065 @default.
• W2937322566 cites W85976583 @default.
• W2937322566 hasPublicationYear "2019" @default.
• W2937322566 type Work @default.
• W2937322566 sameAs 2937322566 @default.
• W2937322566 citedByCount "1" @default.
• W2937322566 countsByYear W29373225662019 @default.
• W2937322566 crossrefType "posted-content" @default.
• W2937322566 hasAuthorship W2937322566A5011131154 @default.
• W2937322566 hasAuthorship W2937322566A5086392501 @default.
• W2937322566 hasAuthorship W2937322566A5091112236 @default.
• W2937322566 hasConcept C111919701 @default.
• W2937322566 hasConcept C119857082 @default.
• W2937322566 hasConcept C132525143 @default.
• W2937322566 hasConcept C134306372 @default.
• W2937322566 hasConcept C136197465 @default.
• W2937322566 hasConcept C147168706 @default.
• W2937322566 hasConcept C154945302 @default.
• W2937322566 hasConcept C2781238097 @default.
• W2937322566 hasConcept C33923547 @default.
• W2937322566 hasConcept C36503486 @default.
• W2937322566 hasConcept C41008148 @default.
• W2937322566 hasConcept C50644808 @default.
• W2937322566 hasConcept C80444323 @default.
• W2937322566 hasConcept C98045186 @default.
• W2937322566 hasConceptScore W2937322566C111919701 @default.
• W2937322566 hasConceptScore W2937322566C119857082 @default.
• W2937322566 hasConceptScore W2937322566C132525143 @default.
• W2937322566 hasConceptScore W2937322566C134306372 @default.
• W2937322566 hasConceptScore W2937322566C136197465 @default.
• W2937322566 hasConceptScore W2937322566C147168706 @default.
• W2937322566 hasConceptScore W2937322566C154945302 @default.
• W2937322566 hasConceptScore W2937322566C2781238097 @default.
• W2937322566 hasConceptScore W2937322566C33923547 @default.
• W2937322566 hasConceptScore W2937322566C36503486 @default.
• W2937322566 hasConceptScore W2937322566C41008148 @default.
• W2937322566 hasConceptScore W2937322566C50644808 @default.
• W2937322566 hasConceptScore W2937322566C80444323 @default.
• W2937322566 hasConceptScore W2937322566C98045186 @default.
• W2937322566 hasLocation W29373225661 @default.
• W2937322566 hasOpenAccess W2937322566 @default.
• W2937322566 hasPrimaryLocation W29373225661 @default.
• W2937322566 hasRelatedWork W201688897 @default.
• W2937322566 hasRelatedWork W2181695980 @default.
• W2937322566 hasRelatedWork W2225735676 @default.
• W2937322566 hasRelatedWork W2770604561 @default.
• W2937322566 hasRelatedWork W2787090809 @default.
• W2937322566 hasRelatedWork W2806331055 @default.
• W2937322566 hasRelatedWork W2906906999 @default.
• W2937322566 hasRelatedWork W2928892019 @default.
• W2937322566 hasRelatedWork W2955233641 @default.
• W2937322566 hasRelatedWork W2963441581 @default.
• W2937322566 hasRelatedWork W2969220984 @default.
• W2937322566 hasRelatedWork W3006140463 @default.
• W2937322566 hasRelatedWork W3022491485 @default.
• W2937322566 hasRelatedWork W3043785186 @default.
• W2937322566 hasRelatedWork W3132206856 @default.
• W2937322566 hasRelatedWork W3168955054 @default.
• W2937322566 hasRelatedWork W3192660112 @default.
• W2937322566 hasRelatedWork W3213163682 @default.
• W2937322566 hasRelatedWork W2117688276 @default.
• W2937322566 hasRelatedWork W3082354956 @default.
• W2937322566 isParatext "false" @default.
• W2937322566 isRetracted "false" @default.

• next