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Salient object detection: A survey
by
Borji, Ali
, Li, Jia
, Cheng, Ming-Ming
, Hou, Qibin
, Jiang, Huaizu
in
Artificial Intelligence
/ Computer Graphics
/ Computer Science
/ Computer vision
/ Datasets
/ Image Processing and Computer Vision
/ Object recognition
/ regions of interest
/ Review Article
/ Salience
/ saliency
/ salient object detection
/ Segmentation
/ User Interfaces and Human Computer Interaction
/ visual attention
2019
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Salient object detection: A survey
by
Borji, Ali
, Li, Jia
, Cheng, Ming-Ming
, Hou, Qibin
, Jiang, Huaizu
in
Artificial Intelligence
/ Computer Graphics
/ Computer Science
/ Computer vision
/ Datasets
/ Image Processing and Computer Vision
/ Object recognition
/ regions of interest
/ Review Article
/ Salience
/ saliency
/ salient object detection
/ Segmentation
/ User Interfaces and Human Computer Interaction
/ visual attention
2019
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Do you wish to request the book?
Salient object detection: A survey
by
Borji, Ali
, Li, Jia
, Cheng, Ming-Ming
, Hou, Qibin
, Jiang, Huaizu
in
Artificial Intelligence
/ Computer Graphics
/ Computer Science
/ Computer vision
/ Datasets
/ Image Processing and Computer Vision
/ Object recognition
/ regions of interest
/ Review Article
/ Salience
/ saliency
/ salient object detection
/ Segmentation
/ User Interfaces and Human Computer Interaction
/ visual attention
2019
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Journal Article
Salient object detection: A survey
2019
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Overview
Detecting and segmenting salient objects from natural scenes, often referred to as salient object detection, has attracted great interest in computer vision. While many models have been proposed and several applications have emerged, a deep understanding of achievements and issues remains lacking. We aim to provide a comprehensive review of recent progress in salient object detection and situate this field among other closely related areas such as generic scene segmentation, object proposal generation, and saliency for fixation prediction. Covering 228 publications, we survey i) roots, key concepts, and tasks, ii) core techniques and main modeling trends, and iii) datasets and evaluation metrics for salient object detection. We also discuss open problems such as evaluation metrics and dataset bias in model performance, and suggest future research directions.
Publisher
Tsinghua University Press,Springer Nature B.V,SpringerOpen
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