Matches in SemOpenAlex for { <https://semopenalex.org/work/W4288804517> ?p ?o ?g. }
Showing items 1 to 57 of
57
with 100 items per page.
- W4288804517 abstract "Human-Object Interaction (HOI) detection plays a crucial role in activity understanding. Though significant progress has been made, interactiveness learning remains a challenging problem in HOI detection: existing methods usually generate redundant negative H-O pair proposals and fail to effectively extract interactive pairs. Though interactiveness has been studied in both whole body- and part- level and facilitates the H-O pairing, previous works only focus on the target person once (i.e., in a local perspective) and overlook the information of the other persons. In this paper, we argue that comparing body-parts of multi-person simultaneously can afford us more useful and supplementary interactiveness cues. That said, to learn body-part interactiveness from a global perspective: when classifying a target person's body-part interactiveness, visual cues are explored not only from herself/himself but also from other persons in the image. We construct body-part saliency maps based on self-attention to mine cross-person informative cues and learn the holistic relationships between all the body-parts. We evaluate the proposed method on widely-used benchmarks HICO-DET and V-COCO. With our new perspective, the holistic global-local body-part interactiveness learning achieves significant improvements over state-of-the-art. Our code is available at https://github.com/enlighten0707/Body-Part-Map-for-Interactiveness." @default.
- W4288804517 created "2022-07-30" @default.
- W4288804517 creator A5010726528 @default.
- W4288804517 creator A5016467704 @default.
- W4288804517 creator A5031174631 @default.
- W4288804517 creator A5040951988 @default.
- W4288804517 creator A5062989304 @default.
- W4288804517 creator A5065922107 @default.
- W4288804517 date "2022-07-28" @default.
- W4288804517 modified "2023-09-24" @default.
- W4288804517 title "Mining Cross-Person Cues for Body-Part Interactiveness Learning in HOI Detection" @default.
- W4288804517 doi "https://doi.org/10.48550/arxiv.2207.14192" @default.
- W4288804517 hasPublicationYear "2022" @default.
- W4288804517 type Work @default.
- W4288804517 citedByCount "0" @default.
- W4288804517 crossrefType "posted-content" @default.
- W4288804517 hasAuthorship W4288804517A5010726528 @default.
- W4288804517 hasAuthorship W4288804517A5016467704 @default.
- W4288804517 hasAuthorship W4288804517A5031174631 @default.
- W4288804517 hasAuthorship W4288804517A5040951988 @default.
- W4288804517 hasAuthorship W4288804517A5062989304 @default.
- W4288804517 hasAuthorship W4288804517A5065922107 @default.
- W4288804517 hasBestOaLocation W42888045171 @default.
- W4288804517 hasConcept C12713177 @default.
- W4288804517 hasConcept C154945302 @default.
- W4288804517 hasConcept C15744967 @default.
- W4288804517 hasConcept C177264268 @default.
- W4288804517 hasConcept C199360897 @default.
- W4288804517 hasConcept C2776760102 @default.
- W4288804517 hasConcept C2780801425 @default.
- W4288804517 hasConcept C2781238097 @default.
- W4288804517 hasConcept C41008148 @default.
- W4288804517 hasConceptScore W4288804517C12713177 @default.
- W4288804517 hasConceptScore W4288804517C154945302 @default.
- W4288804517 hasConceptScore W4288804517C15744967 @default.
- W4288804517 hasConceptScore W4288804517C177264268 @default.
- W4288804517 hasConceptScore W4288804517C199360897 @default.
- W4288804517 hasConceptScore W4288804517C2776760102 @default.
- W4288804517 hasConceptScore W4288804517C2780801425 @default.
- W4288804517 hasConceptScore W4288804517C2781238097 @default.
- W4288804517 hasConceptScore W4288804517C41008148 @default.
- W4288804517 hasLocation W42888045171 @default.
- W4288804517 hasOpenAccess W4288804517 @default.
- W4288804517 hasPrimaryLocation W42888045171 @default.
- W4288804517 hasRelatedWork W1996502734 @default.
- W4288804517 hasRelatedWork W2205066891 @default.
- W4288804517 hasRelatedWork W2351571780 @default.
- W4288804517 hasRelatedWork W2508845121 @default.
- W4288804517 hasRelatedWork W2605852498 @default.
- W4288804517 hasRelatedWork W2748952813 @default.
- W4288804517 hasRelatedWork W2899084033 @default.
- W4288804517 hasRelatedWork W2902169127 @default.
- W4288804517 hasRelatedWork W4379261102 @default.
- W4288804517 hasRelatedWork W623302319 @default.
- W4288804517 isParatext "false" @default.
- W4288804517 isRetracted "false" @default.
- W4288804517 workType "article" @default.