Matches in SemOpenAlex for { <https://semopenalex.org/work/W4308166211> ?p ?o ?g. }
Showing items 1 to 74 of
74
with 100 items per page.
- W4308166211 abstract "Recent incremental learning for action recognition usually stores representative videos to mitigate catastrophic forgetting. However, only a few bulky videos can be stored due to the limited memory. To address this problem, we propose FrameMaker, a memory-efficient video class-incremental learning approach that learns to produce a condensed frame for each selected video. Specifically, FrameMaker is mainly composed of two crucial components: Frame Condensing and Instance-Specific Prompt. The former is to reduce the memory cost by preserving only one condensed frame instead of the whole video, while the latter aims to compensate the lost spatio-temporal details in the Frame Condensing stage. By this means, FrameMaker enables a remarkable reduction in memory but keep enough information that can be applied to following incremental tasks. Experimental results on multiple challenging benchmarks, i.e., HMDB51, UCF101 and Something-Something V2, demonstrate that FrameMaker can achieve better performance to recent advanced methods while consuming only 20% memory. Additionally, under the same memory consumption conditions, FrameMaker significantly outperforms existing state-of-the-arts by a convincing margin." @default.
- W4308166211 created "2022-11-08" @default.
- W4308166211 creator A5013734579 @default.
- W4308166211 creator A5014825654 @default.
- W4308166211 creator A5019137312 @default.
- W4308166211 creator A5030206792 @default.
- W4308166211 creator A5034814310 @default.
- W4308166211 creator A5037124719 @default.
- W4308166211 creator A5044936528 @default.
- W4308166211 creator A5055214700 @default.
- W4308166211 creator A5082388713 @default.
- W4308166211 date "2022-11-01" @default.
- W4308166211 modified "2023-09-30" @default.
- W4308166211 title "Learning a Condensed Frame for Memory-Efficient Video Class-Incremental Learning" @default.
- W4308166211 doi "https://doi.org/10.48550/arxiv.2211.00833" @default.
- W4308166211 hasPublicationYear "2022" @default.
- W4308166211 type Work @default.
- W4308166211 citedByCount "0" @default.
- W4308166211 crossrefType "posted-content" @default.
- W4308166211 hasAuthorship W4308166211A5013734579 @default.
- W4308166211 hasAuthorship W4308166211A5014825654 @default.
- W4308166211 hasAuthorship W4308166211A5019137312 @default.
- W4308166211 hasAuthorship W4308166211A5030206792 @default.
- W4308166211 hasAuthorship W4308166211A5034814310 @default.
- W4308166211 hasAuthorship W4308166211A5037124719 @default.
- W4308166211 hasAuthorship W4308166211A5044936528 @default.
- W4308166211 hasAuthorship W4308166211A5055214700 @default.
- W4308166211 hasAuthorship W4308166211A5082388713 @default.
- W4308166211 hasBestOaLocation W43081662111 @default.
- W4308166211 hasConcept C11413529 @default.
- W4308166211 hasConcept C119857082 @default.
- W4308166211 hasConcept C126042441 @default.
- W4308166211 hasConcept C154945302 @default.
- W4308166211 hasConcept C15744967 @default.
- W4308166211 hasConcept C180747234 @default.
- W4308166211 hasConcept C2777212361 @default.
- W4308166211 hasConcept C2780735816 @default.
- W4308166211 hasConcept C3261483 @default.
- W4308166211 hasConcept C41008148 @default.
- W4308166211 hasConcept C48103436 @default.
- W4308166211 hasConcept C7149132 @default.
- W4308166211 hasConcept C76155785 @default.
- W4308166211 hasConcept C774472 @default.
- W4308166211 hasConceptScore W4308166211C11413529 @default.
- W4308166211 hasConceptScore W4308166211C119857082 @default.
- W4308166211 hasConceptScore W4308166211C126042441 @default.
- W4308166211 hasConceptScore W4308166211C154945302 @default.
- W4308166211 hasConceptScore W4308166211C15744967 @default.
- W4308166211 hasConceptScore W4308166211C180747234 @default.
- W4308166211 hasConceptScore W4308166211C2777212361 @default.
- W4308166211 hasConceptScore W4308166211C2780735816 @default.
- W4308166211 hasConceptScore W4308166211C3261483 @default.
- W4308166211 hasConceptScore W4308166211C41008148 @default.
- W4308166211 hasConceptScore W4308166211C48103436 @default.
- W4308166211 hasConceptScore W4308166211C7149132 @default.
- W4308166211 hasConceptScore W4308166211C76155785 @default.
- W4308166211 hasConceptScore W4308166211C774472 @default.
- W4308166211 hasLocation W43081662111 @default.
- W4308166211 hasLocation W43081662112 @default.
- W4308166211 hasOpenAccess W4308166211 @default.
- W4308166211 hasPrimaryLocation W43081662111 @default.
- W4308166211 hasRelatedWork W2118726579 @default.
- W4308166211 hasRelatedWork W3034933965 @default.
- W4308166211 hasRelatedWork W3126776133 @default.
- W4308166211 hasRelatedWork W3133105109 @default.
- W4308166211 hasRelatedWork W4225699316 @default.
- W4308166211 hasRelatedWork W4287234591 @default.
- W4308166211 hasRelatedWork W4287326170 @default.
- W4308166211 hasRelatedWork W4308166211 @default.
- W4308166211 hasRelatedWork W4309613512 @default.
- W4308166211 hasRelatedWork W4382246590 @default.
- W4308166211 isParatext "false" @default.
- W4308166211 isRetracted "false" @default.
- W4308166211 workType "article" @default.