Matches in SemOpenAlex for { <https://semopenalex.org/work/W2892646043> ?p ?o ?g. }
- W2892646043 abstract "An ideal description for a given video should fix its gaze on salient and representative content, which is capable of distinguishing this video from others. However, the distribution of different words is unbalanced in video captioning datasets, where distinctive words for describing video-specific salient objects are far less than common words such as 'a' 'the' and 'person'. The dataset bias often results in recognition error or detail deficiency of salient but unusual objects. To address this issue, we propose a novel learning strategy called Information Loss, which focuses on the relationship between the video-specific visual content and corresponding representative words. Moreover, a framework with hierarchical visual representations and an optimized hierarchical attention mechanism is established to capture the most salient spatial-temporal visual information, which fully exploits the potential strength of the proposed learning strategy. Extensive experiments demonstrate that the ingenious guidance strategy together with the optimized architecture outperforms state-of-the-art video captioning methods on MSVD with CIDEr score 87.5, and achieves superior CIDEr score 47.7 on MSR-VTT. We also show that our Information Loss is generic which improves various models by significant margins." @default.
- W2892646043 created "2018-10-05" @default.
- W2892646043 creator A5020095072 @default.
- W2892646043 creator A5043146939 @default.
- W2892646043 creator A5046305086 @default.
- W2892646043 creator A5049211562 @default.
- W2892646043 creator A5056924576 @default.
- W2892646043 creator A5060220945 @default.
- W2892646043 date "2019-01-01" @default.
- W2892646043 modified "2023-09-22" @default.
- W2892646043 title "Not All Words are Equal: Video-specific Information Loss for Video Captioning" @default.
- W2892646043 cites W1522301498 @default.
- W2892646043 cites W1573040851 @default.
- W2892646043 cites W1586939924 @default.
- W2892646043 cites W2101105183 @default.
- W2892646043 cites W2122476475 @default.
- W2892646043 cites W2133459682 @default.
- W2892646043 cites W2139501017 @default.
- W2892646043 cites W2142900973 @default.
- W2892646043 cites W2172776790 @default.
- W2892646043 cites W2172888184 @default.
- W2892646043 cites W2194775991 @default.
- W2892646043 cites W2251353663 @default.
- W2892646043 cites W2425121537 @default.
- W2892646043 cites W2523937091 @default.
- W2892646043 cites W2527349934 @default.
- W2892646043 cites W2556388456 @default.
- W2892646043 cites W2560313346 @default.
- W2892646043 cites W2613718673 @default.
- W2892646043 cites W2737766105 @default.
- W2892646043 cites W2740388348 @default.
- W2892646043 cites W2765658575 @default.
- W2892646043 cites W2950401034 @default.
- W2892646043 cites W2951780762 @default.
- W2892646043 cites W2952103128 @default.
- W2892646043 cites W2964241990 @default.
- W2892646043 hasPublicationYear "2019" @default.
- W2892646043 type Work @default.
- W2892646043 sameAs 2892646043 @default.
- W2892646043 citedByCount "1" @default.
- W2892646043 countsByYear W28926460432021 @default.
- W2892646043 crossrefType "posted-content" @default.
- W2892646043 hasAuthorship W2892646043A5020095072 @default.
- W2892646043 hasAuthorship W2892646043A5043146939 @default.
- W2892646043 hasAuthorship W2892646043A5046305086 @default.
- W2892646043 hasAuthorship W2892646043A5049211562 @default.
- W2892646043 hasAuthorship W2892646043A5056924576 @default.
- W2892646043 hasAuthorship W2892646043A5060220945 @default.
- W2892646043 hasConcept C115961682 @default.
- W2892646043 hasConcept C153180895 @default.
- W2892646043 hasConcept C154945302 @default.
- W2892646043 hasConcept C157657479 @default.
- W2892646043 hasConcept C17744445 @default.
- W2892646043 hasConcept C199539241 @default.
- W2892646043 hasConcept C204321447 @default.
- W2892646043 hasConcept C2776359362 @default.
- W2892646043 hasConcept C2779916870 @default.
- W2892646043 hasConcept C2780719617 @default.
- W2892646043 hasConcept C31972630 @default.
- W2892646043 hasConcept C41008148 @default.
- W2892646043 hasConcept C94625758 @default.
- W2892646043 hasConceptScore W2892646043C115961682 @default.
- W2892646043 hasConceptScore W2892646043C153180895 @default.
- W2892646043 hasConceptScore W2892646043C154945302 @default.
- W2892646043 hasConceptScore W2892646043C157657479 @default.
- W2892646043 hasConceptScore W2892646043C17744445 @default.
- W2892646043 hasConceptScore W2892646043C199539241 @default.
- W2892646043 hasConceptScore W2892646043C204321447 @default.
- W2892646043 hasConceptScore W2892646043C2776359362 @default.
- W2892646043 hasConceptScore W2892646043C2779916870 @default.
- W2892646043 hasConceptScore W2892646043C2780719617 @default.
- W2892646043 hasConceptScore W2892646043C31972630 @default.
- W2892646043 hasConceptScore W2892646043C41008148 @default.
- W2892646043 hasConceptScore W2892646043C94625758 @default.
- W2892646043 hasLocation W28926460431 @default.
- W2892646043 hasOpenAccess W2892646043 @default.
- W2892646043 hasPrimaryLocation W28926460431 @default.
- W2892646043 hasRelatedWork W2613052503 @default.
- W2892646043 hasRelatedWork W2731627339 @default.
- W2892646043 hasRelatedWork W2890428938 @default.
- W2892646043 hasRelatedWork W2902809364 @default.
- W2892646043 hasRelatedWork W2911855802 @default.
- W2892646043 hasRelatedWork W2926312400 @default.
- W2892646043 hasRelatedWork W2951780762 @default.
- W2892646043 hasRelatedWork W2962990649 @default.
- W2892646043 hasRelatedWork W2963315745 @default.
- W2892646043 hasRelatedWork W2963753226 @default.
- W2892646043 hasRelatedWork W2984172489 @default.
- W2892646043 hasRelatedWork W3037297831 @default.
- W2892646043 hasRelatedWork W3084427242 @default.
- W2892646043 hasRelatedWork W3090602574 @default.
- W2892646043 hasRelatedWork W3125480685 @default.
- W2892646043 hasRelatedWork W3132880751 @default.
- W2892646043 hasRelatedWork W3186795302 @default.
- W2892646043 hasRelatedWork W3199428701 @default.
- W2892646043 hasRelatedWork W3202567960 @default.
- W2892646043 hasRelatedWork W3214192224 @default.
- W2892646043 isParatext "false" @default.
- W2892646043 isRetracted "false" @default.
- W2892646043 magId "2892646043" @default.