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Salient object detection: A survey

delete2019-06-01
delete326
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OA
AI
B
Borji, Ali
M
Ming–Ming Cheng *
H
Hou, Qibin
J
Jiang, Huaizu
李嘉 封面图
李嘉 (Jia Li)
DOI:10.1007/s41095-019-0149-9delete
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摘要

摘要

En 中文
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.
Keyword:
salient object detection
saliency
visual attention
regions of interest
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期刊

Computational Visual Media 封面图
Computational Visual Media
IF:
18.3
论文数:
316
被引数:
2.6K

机构

B
Beihang University
学者数:
5.2W
论文数: 4.1W
被引数: 37
U
university of massachusetts system
学者数:
3.9W
论文数: 3.6W
被引数: 42
U
University of Massachusetts Amherst
学者数:
1.1W
论文数: 8.9K
被引数: 19
N
nankai university
学者数:
4.8W
论文数: 3.3W
被引数: 74
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引用论文

引用论文

Salient Object Detection: A Benchmark
err2015-12-01
err687
errOAAI
errBorji, Ali; Cheng, Ming-Ming; Jiang, Huaizu; Li, Jia
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Comparative analysis of occlusion methods for artificial sphincters人工括约肌闭塞方法的比较分析
err2020-04-07
err0
PREAI
errLeonardo Marziale; Gioia Lucarini; Tommaso Mazzocchi; Leonardo Ricotti; Arianna Menciassi
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Selective Search for Object Recognition
err2013-04-02
err3.9K
PREAI
errUijlings, J. R. R.; van de Sande, K. E. A.; Gevers, T.; Smeulders, A. W. M.
err分享
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