JOURNAL ARTICLE

Saliency Detection via Boundary Prior and Center Prior

Xiao Lin

Year: 2017 Journal:   International Robotics & Automation Journal Vol: 2 (4)   Publisher: MedCrave Group

Abstract

In this paper, we present a salient object detection algorithm that based on boundary prior and center prior.First, according to the principle of boundary prior, we construct the Boundary-based map by means of colour distinction.Second, we used colour and location cues to receive the Centre-based map, which based on center prior hypothesis.Then, we exploit the Centre-Bayes map within the Bayesian framework.Finally, we integrated Boundary-based map and Centre-Bayes map into the final saliency map that combined with each features and advantages.Comparing with sixteen methods, experimental results on seven datasets show that our proposed algorithm achieves favourable results in terms of the precision and recall, f-measure and MAE.

Keywords:
Boundary (topology) Artificial intelligence Computer science Saliency map Center (category theory) Pattern recognition (psychology) Bayes' theorem Bayesian probability Object (grammar) Precision and recall Construct (python library) Salient Measure (data warehouse) Computer vision Mathematics Data mining

Metrics

7
Cited By
0.38
FWCI (Field Weighted Citation Impact)
30
Refs
0.63
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

Visual Attention and Saliency Detection
Physical Sciences →  Computer Science →  Computer Vision and Pattern Recognition
Advanced Image and Video Retrieval Techniques
Physical Sciences →  Computer Science →  Computer Vision and Pattern Recognition
Olfactory and Sensory Function Studies
Life Sciences →  Neuroscience →  Sensory Systems

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