Semantic human activity recognition: A literature review. Issue 8 (August 2015)
- Record Type:
- Journal Article
- Title:
- Semantic human activity recognition: A literature review. Issue 8 (August 2015)
- Main Title:
- Semantic human activity recognition: A literature review
- Authors:
- Ziaeefard, Maryam
Bergevin, Robert - Abstract:
- <abstract abstract-type="author" id="ab0005"> <title id="sect0005">Abstract</title> <sec> <p id="sp0090">This paper presents an overview of state-of-the-art methods in activity recognition using semantic features. Unlike low-level features, semantic features describe inherent characteristics of activities. Therefore, semantics make the recognition task more reliable especially when the same actions look visually different due to the variety of action executions. We define a semantic space including the most popular semantic features of an action namely the human body (pose and poselet), attributes, related objects, and scene context. We present methods exploiting these semantic features to recognize activities from still images and video data as well as four groups of activities: atomic actions, people interactions, human–object interactions, and group activities. Furthermore, we provide potential applications of semantic approaches along with directions for future research.</p> </sec> </abstract>
- Is Part Of:
- Pattern recognition. Volume 48:Issue 8(2015:Aug.)
- Journal:
- Pattern recognition
- Issue:
- Volume 48:Issue 8(2015:Aug.)
- Issue Display:
- Volume 48, Issue 8 (2015)
- Year:
- 2015
- Volume:
- 48
- Issue:
- 8
- Issue Sort Value:
- 2015-0048-0008-0000
- Page Start:
- 2329
- Page End:
- 2345
- Publication Date:
- 2015-08
- Subjects:
- Pattern perception -- Periodicals
Perception des structures -- Périodiques
Patroonherkenning
006.4 - Journal URLs:
- http://www.sciencedirect.com/science/journal/00313203 ↗
http://www.sciencedirect.com/ ↗ - DOI:
- 10.1016/j.patcog.2015.03.006 ↗
- Languages:
- English
- ISSNs:
- 0031-3203
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - BLDSS-3PM
British Library HMNTS - ELD Digital store - Ingest File:
- 3854.xml