Matches in SemOpenAlex for { <https://semopenalex.org/work/W4386913832> ?p ?o ?g. }
- W4386913832 endingPage "271" @default.
- W4386913832 startingPage "256" @default.
- W4386913832 abstract "As a pixel-wise dense forecast task, video prediction is challenging due to its high computation complexity, dramatic future uncertainty, and extremely complicated spatial–temporal patterns. Many deep learning methods are proposed for the task, which bring up significant improvements. However, they focus on modeling short-term spatial–temporal dynamics and fail to sufficiently exploit long-term ones. As a result, the methods tend to deliver unsatisfactory performance for a long-term forecast requirement. In this article, we propose a novel unified memory network (UNIMEMnet) for long-term video prediction, which can effectively exploit long-term motion-appearance dynamics and unify the short-term spatial–temporal dynamics and long-term ones in an architecture. In the UNIMEMnet, a dual branch multi-scale memory module is carefully designed to extract and preserve long-term spatial–temporal patterns. In addition, a short-term spatial–temporal dynamics module and an alignment and fusion module are devised to capture and coordinate short-term motion-appearance dynamics with long-term ones from our designed memory module. Extensive experiments on five video prediction datasets from both synthetic and real-world scenarios are conducted, which validate the effectiveness and superiority of our proposed method UNIMEMnet over state-of-the-art methods." @default.
- W4386913832 created "2023-09-22" @default.
- W4386913832 creator A5002523892 @default.
- W4386913832 creator A5032993006 @default.
- W4386913832 creator A5074837164 @default.
- W4386913832 creator A5075046622 @default.
- W4386913832 creator A5086115549 @default.
- W4386913832 date "2023-11-01" @default.
- W4386913832 modified "2023-10-14" @default.
- W4386913832 title "UNIMEMnet: Learning long-term motion and appearance dynamics for video prediction with a unified memory network" @default.
- W4386913832 cites W1522734439 @default.
- W4386913832 cites W2894873912 @default.
- W4386913832 cites W2909665111 @default.
- W4386913832 cites W2914602189 @default.
- W4386913832 cites W2962839378 @default.
- W4386913832 cites W2962949233 @default.
- W4386913832 cites W2967033144 @default.
- W4386913832 cites W2987228832 @default.
- W4386913832 cites W2996936831 @default.
- W4386913832 cites W3000500483 @default.
- W4386913832 cites W3015879326 @default.
- W4386913832 cites W3016155278 @default.
- W4386913832 cites W3035240825 @default.
- W4386913832 cites W3035265644 @default.
- W4386913832 cites W3049318984 @default.
- W4386913832 cites W3108457314 @default.
- W4386913832 cites W3109908659 @default.
- W4386913832 cites W3131382376 @default.
- W4386913832 cites W3138340468 @default.
- W4386913832 cites W3160550216 @default.
- W4386913832 cites W3175132347 @default.
- W4386913832 cites W3176309086 @default.
- W4386913832 cites W3177318507 @default.
- W4386913832 cites W3181942264 @default.
- W4386913832 cites W3184447318 @default.
- W4386913832 cites W3195939161 @default.
- W4386913832 cites W3202264206 @default.
- W4386913832 cites W3202525453 @default.
- W4386913832 cites W3210458411 @default.
- W4386913832 cites W4206239741 @default.
- W4386913832 cites W4210684162 @default.
- W4386913832 cites W4223482588 @default.
- W4386913832 cites W4249279051 @default.
- W4386913832 cites W4294842893 @default.
- W4386913832 cites W4312794305 @default.
- W4386913832 cites W4313009682 @default.
- W4386913832 cites W4319299814 @default.
- W4386913832 doi "https://doi.org/10.1016/j.neunet.2023.09.024" @default.
- W4386913832 hasPubMedId "https://pubmed.ncbi.nlm.nih.gov/37774512" @default.
- W4386913832 hasPublicationYear "2023" @default.
- W4386913832 type Work @default.
- W4386913832 citedByCount "0" @default.
- W4386913832 crossrefType "journal-article" @default.
- W4386913832 hasAuthorship W4386913832A5002523892 @default.
- W4386913832 hasAuthorship W4386913832A5032993006 @default.
- W4386913832 hasAuthorship W4386913832A5074837164 @default.
- W4386913832 hasAuthorship W4386913832A5075046622 @default.
- W4386913832 hasAuthorship W4386913832A5086115549 @default.
- W4386913832 hasConcept C104114177 @default.
- W4386913832 hasConcept C108583219 @default.
- W4386913832 hasConcept C11413529 @default.
- W4386913832 hasConcept C119857082 @default.
- W4386913832 hasConcept C121332964 @default.
- W4386913832 hasConcept C145912823 @default.
- W4386913832 hasConcept C154945302 @default.
- W4386913832 hasConcept C162324750 @default.
- W4386913832 hasConcept C165696696 @default.
- W4386913832 hasConcept C187736073 @default.
- W4386913832 hasConcept C24890656 @default.
- W4386913832 hasConcept C2780451532 @default.
- W4386913832 hasConcept C31972630 @default.
- W4386913832 hasConcept C38652104 @default.
- W4386913832 hasConcept C41008148 @default.
- W4386913832 hasConcept C45374587 @default.
- W4386913832 hasConcept C61797465 @default.
- W4386913832 hasConcept C62520636 @default.
- W4386913832 hasConceptScore W4386913832C104114177 @default.
- W4386913832 hasConceptScore W4386913832C108583219 @default.
- W4386913832 hasConceptScore W4386913832C11413529 @default.
- W4386913832 hasConceptScore W4386913832C119857082 @default.
- W4386913832 hasConceptScore W4386913832C121332964 @default.
- W4386913832 hasConceptScore W4386913832C145912823 @default.
- W4386913832 hasConceptScore W4386913832C154945302 @default.
- W4386913832 hasConceptScore W4386913832C162324750 @default.
- W4386913832 hasConceptScore W4386913832C165696696 @default.
- W4386913832 hasConceptScore W4386913832C187736073 @default.
- W4386913832 hasConceptScore W4386913832C24890656 @default.
- W4386913832 hasConceptScore W4386913832C2780451532 @default.
- W4386913832 hasConceptScore W4386913832C31972630 @default.
- W4386913832 hasConceptScore W4386913832C38652104 @default.
- W4386913832 hasConceptScore W4386913832C41008148 @default.
- W4386913832 hasConceptScore W4386913832C45374587 @default.
- W4386913832 hasConceptScore W4386913832C61797465 @default.
- W4386913832 hasConceptScore W4386913832C62520636 @default.
- W4386913832 hasLocation W43869138321 @default.
- W4386913832 hasLocation W43869138322 @default.
- W4386913832 hasOpenAccess W4386913832 @default.
- W4386913832 hasPrimaryLocation W43869138321 @default.