4.8 Article

Salient Object Detection in the Deep Learning Era: An In-Depth Survey

相关参考文献

注意:仅列出部分参考文献,下载原文获取全部文献信息。
Article Computer Science, Artificial Intelligence

Saliency Prediction in the Deep Learning Era: Successes and Limitations

Ali Borji

Summary: Visual saliency models have made significant progress in recent years, driven by advances in deep learning and large scale annotated data. However, there is still a gap in accuracy compared to human performance. Researchers are exploring new deep saliency models, benchmarks, and datasets, as well as identifying factors contributing to the gap and discussing remaining challenges.

IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE (2021)

Article Computer Science, Artificial Intelligence

Self-Supervised Visual Feature Learning With Deep Neural Networks: A Survey

Longlong Jing et al.

Summary: This paper reviews deep learning-based self-supervised general visual feature learning methods, covering motivation, pipeline, architectures, schema, evaluation metrics, datasets, performance comparisons, and future directions.

IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE (2021)

Article Computer Science, Artificial Intelligence

Fine-Grained Multi-human Parsing

Jian Zhao et al.

INTERNATIONAL JOURNAL OF COMPUTER VISION (2020)

Article Computer Science, Artificial Intelligence

A Deep Network Solution for Attention and Aesthetics Aware Photo Cropping

Wenguan Wang et al.

IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE (2019)

Review Engineering, Electrical & Electronic

Review of Visual Saliency Detection With Comprehensive Information

Runmin Cong et al.

IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY (2019)

Article Geochemistry & Geophysics

Nested Network With Two-Stream Pyramid for Salient Object Detection in Optical Remote Sensing Images

Chongyi Li et al.

IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING (2019)

Proceedings Paper Computer Science, Artificial Intelligence

EGNet: Edge Guidance Network for Salient Object Detection

Jia-Xing Zhao et al.

2019 IEEE/CVF INTERNATIONAL CONFERENCE ON COMPUTER VISION (ICCV 2019) (2019)

Proceedings Paper Computer Science, Artificial Intelligence

A Simple Pooling-Based Design for Real-Time Salient Object Detection

Jiang-Jiang Liu et al.

2019 IEEE/CVF CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION (CVPR 2019) (2019)

Proceedings Paper Computer Science, Artificial Intelligence

Employing Deep Part-Object Relationships for Salient Object Detection

Yi Liu et al.

2019 IEEE/CVF INTERNATIONAL CONFERENCE ON COMPUTER VISION (ICCV 2019) (2019)

Proceedings Paper Computer Science, Artificial Intelligence

Selectivity or Invariance: Boundary-aware Salient Object Detection

Jinming Su et al.

2019 IEEE/CVF INTERNATIONAL CONFERENCE ON COMPUTER VISION (ICCV 2019) (2019)

Proceedings Paper Computer Science, Artificial Intelligence

Stacked Cross Refinement Network for Edge-Aware Salient Object Detection

Zhe Wu et al.

2019 IEEE/CVF INTERNATIONAL CONFERENCE ON COMPUTER VISION (ICCV 2019) (2019)

Proceedings Paper Computer Science, Artificial Intelligence

Structured Modeling of Joint Deep Feature and Prediction Refinement for Salient Object Detection

Yingyue Xu et al.

2019 IEEE/CVF INTERNATIONAL CONFERENCE ON COMPUTER VISION (ICCV 2019) (2019)

Proceedings Paper Computer Science, Artificial Intelligence

Towards High-Resolution Salient Object Detection

Yi Zeng et al.

2019 IEEE/CVF INTERNATIONAL CONFERENCE ON COMPUTER VISION (ICCV 2019) (2019)

Proceedings Paper Computer Science, Artificial Intelligence

BASNet: Boundary-Aware Salient Object Detection

Xuebin Qin et al.

2019 IEEE/CVF CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION (CVPR 2019) (2019)

Proceedings Paper Computer Science, Artificial Intelligence

A Mutual Learning Method for Salient Object Detection with intertwined Multi-Supervision

Runmin Wu et al.

2019 IEEE/CVF CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION (CVPR 2019) (2019)

Proceedings Paper Computer Science, Artificial Intelligence

Salient Object Detection with Pyramid Attention and Salient Edges

Wenguan Wang et al.

2019 IEEE/CVF CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION (CVPR 2019) (2019)

Proceedings Paper Computer Science, Artificial Intelligence

An Iterative and Cooperative Top-down and Bottom-up Inference Network for Salient Object Detection

Wenguan Wang et al.

2019 IEEE/CVF CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION (CVPR 2019) (2019)

Proceedings Paper Computer Science, Artificial Intelligence

Cascaded Partial Decoder for Fast and Accurate Salient Object Detection

Zhe Wu et al.

2019 IEEE/CVF CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION (CVPR 2019) (2019)

Proceedings Paper Computer Science, Artificial Intelligence

Multi-source weak supervision for saliency detection

Yu Zeng et al.

2019 IEEE/CVF CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION (CVPR 2019) (2019)

Proceedings Paper Computer Science, Artificial Intelligence

CapSal: Leveraging Captioning to Boost Semantics for Salient Object Detection

Lu Zhang et al.

2019 IEEE/CVF CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION (CVPR 2019) (2019)

Proceedings Paper Computer Science, Artificial Intelligence

Attentive Feedback Network for Boundary-Aware Salient Object Detection

Mengyang Feng et al.

2019 IEEE/CVF CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION (CVPR 2019) (2019)

Review Computer Science, Software Engineering

Salient object detection: A survey

Ali Borji et al.

COMPUTATIONAL VISUAL MEDIA (2019)

Proceedings Paper Computer Science, Software Engineering

MULTI-SCALE CAPSULE ATTENTION-BASED SALIENT OBJECT DETECTION WITH MULTI-CROSSED LAYER CONNECTIONS

Qi Qi et al.

2019 IEEE INTERNATIONAL CONFERENCE ON MULTIMEDIA AND EXPO (ICME) (2019)

Article Computer Science, Artificial Intelligence

Attentive Systems: A Survey

Tam V. Nguyen et al.

INTERNATIONAL JOURNAL OF COMPUTER VISION (2018)

Article Automation & Control Systems

Video Saliency Detection Using Object Proposals

Fang Guo et al.

IEEE TRANSACTIONS ON CYBERNETICS (2018)

Article Engineering, Electrical & Electronic

Advanced Deep-Learning Techniques for Salient and Category-Specific Object Detection A survey

Junwei Han et al.

IEEE SIGNAL PROCESSING MAGAZINE (2018)

Article Computer Science, Artificial Intelligence

Saliency-Aware Video Object Segmentation

Wenguan Wang et al.

IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE (2018)

Review Computer Science, Artificial Intelligence

A Review of Co-Saliency Detection Algorithms: Fundamentals, Applications, and Challenges

Dingwen Zhang et al.

ACM TRANSACTIONS ON INTELLIGENT SYSTEMS AND TECHNOLOGY (2018)

Proceedings Paper Computer Science, Artificial Intelligence

PiCANet: Learning Pixel-wise Contextual Attention for Saliency Detection

Nian Liu et al.

2018 IEEE/CVF CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION (CVPR) (2018)

Proceedings Paper Computer Science, Artificial Intelligence

Revisiting Salient Object Detection: Simultaneous Detection, Ranking, and Subitizing of Multiple Salient Objects

Md Amirul Islam et al.

2018 IEEE/CVF CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION (CVPR) (2018)

Proceedings Paper Computer Science, Artificial Intelligence

On the Importance of Label Quality for Semantic Segmentation

Aleksandar Zlateski et al.

2018 IEEE/CVF CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION (CVPR) (2018)

Proceedings Paper Computer Science, Artificial Intelligence

Detect Globally, Refine Locally: A Novel Approach to Saliency Detection

Tiantian Wang et al.

2018 IEEE/CVF CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION (CVPR) (2018)

Proceedings Paper Computer Science, Artificial Intelligence

Salient Object Detection Driven by Fixation Prediction

Wenguan Wang et al.

2018 IEEE/CVF CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION (CVPR) (2018)

Proceedings Paper Computer Science, Artificial Intelligence

Weakly-Supervised Semantic Segmentation by Iteratively Mining Common Object Features

Xiang Wang et al.

2018 IEEE/CVF CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION (CVPR) (2018)

Proceedings Paper Computer Science, Artificial Intelligence

A Bi-directional Message Passing Model for Salient Object Detection

Lu Zhang et al.

2018 IEEE/CVF CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION (CVPR) (2018)

Proceedings Paper Computer Science, Artificial Intelligence

Progressive Attention Guided Recurrent Network for Salient Object Detection

Xiaoning Zhang et al.

2018 IEEE/CVF CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION (CVPR) (2018)

Article Computer Science, Artificial Intelligence

Salient Object Detection: A Discriminative Regional Feature Integration Approach

Jingdong Wang et al.

INTERNATIONAL JOURNAL OF COMPUTER VISION (2017)

Article Computer Science, Software Engineering

Stereoscopic Thumbnail Creation via Efficient Stereo Saliency Detection

Wenguan Wang et al.

IEEE TRANSACTIONS ON VISUALIZATION AND COMPUTER GRAPHICS (2017)

Proceedings Paper Computer Science, Artificial Intelligence

Supervision by Fusion: Towards Unsupervised Learning of Deep Salient Object Detector

Dingwen Zhang et al.

2017 IEEE INTERNATIONAL CONFERENCE ON COMPUTER VISION (ICCV) (2017)

Proceedings Paper Computer Science, Artificial Intelligence

Look, Perceive and Segment: Finding the Salient Objects in Images via Two-stream Fixation-Semantic CNNs

Xiaowu Chen et al.

2017 IEEE INTERNATIONAL CONFERENCE ON COMPUTER VISION (ICCV) (2017)

Proceedings Paper Computer Science, Artificial Intelligence

Non-Local Deep Features for Salient Object Detection

Zhiming Luo et al.

30TH IEEE CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION (CVPR 2017) (2017)

Proceedings Paper Computer Science, Artificial Intelligence

Deep Level Sets for Salient Object Detection

Ping Hu et al.

30TH IEEE CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION (CVPR 2017) (2017)

Proceedings Paper Computer Science, Artificial Intelligence

Instance-Level Salient Object Segmentation

Guanbin Li et al.

30TH IEEE CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION (CVPR 2017) (2017)

Proceedings Paper Computer Science, Artificial Intelligence

What is and What is not a Salient Object? Learning Salient Object Detector by Ensembling Linear Exemplar Regressors

Changqun Xia et al.

30TH IEEE CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION (CVPR 2017) (2017)

Proceedings Paper Computer Science, Artificial Intelligence

Amulet: Aggregating Multi-level Convolutional Features for Salient Object Detectionn

Pingping Zhang et al.

2017 IEEE INTERNATIONAL CONFERENCE ON COMPUTER VISION (ICCV) (2017)

Proceedings Paper Computer Science, Artificial Intelligence

Learning Uncertain Convolutional Features for Accurate Saliency Detection

Pingping Zhang et al.

2017 IEEE INTERNATIONAL CONFERENCE ON COMPUTER VISION (ICCV) (2017)

Proceedings Paper Computer Science, Artificial Intelligence

A Stagewise Refinement Model for Detecting Salient Objects in Images

Tiantian Wang et al.

2017 IEEE INTERNATIONAL CONFERENCE ON COMPUTER VISION (ICCV) (2017)

Article Computer Science, Artificial Intelligence

Human Attention in Visual Question Answering: Do Humans and Deep Networks Look at the Same Regions?

Abhishek Das et al.

COMPUTER VISION AND IMAGE UNDERSTANDING (2017)

Proceedings Paper Computer Science, Artificial Intelligence

Colorization as a Proxy Task for Visual Understanding

Gustav Larsson et al.

30TH IEEE CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION (CVPR 2017) (2017)

Proceedings Paper Computer Science, Artificial Intelligence

Deeply Supervised Salient Object Detection with Short Connections

Qibin Hou et al.

30TH IEEE CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION (CVPR 2017) (2017)

Proceedings Paper Computer Science, Artificial Intelligence

Delving into Salient Object Subitizing and Detection

Shengfeng He et al.

2017 IEEE INTERNATIONAL CONFERENCE ON COMPUTER VISION (ICCV) (2017)

Proceedings Paper Computer Science, Artificial Intelligence

Structure-measure: A New Way to Evaluate Foreground Maps

Deng-Ping Fan et al.

2017 IEEE INTERNATIONAL CONFERENCE ON COMPUTER VISION (ICCV) (2017)

Article Computer Science, Artificial Intelligence

Correspondence Driven Saliency Transfer

Wenguan Wang et al.

IEEE TRANSACTIONS ON IMAGE PROCESSING (2016)

Article Computer Science, Artificial Intelligence

Exploiting Surroundedness for Saliency Detection: A Boolean Map Approach

Jianming Zhang et al.

IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE (2016)

Article Computer Science, Artificial Intelligence

Hierarchical Image Saliency Detection on Extended CSSD

Jianping Shi et al.

IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE (2016)

Proceedings Paper Computer Science, Artificial Intelligence

Unconstrained Salient Object Detection via Proposal Subset Optimization

Jianming Zhang et al.

2016 IEEE CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION (CVPR) (2016)

Proceedings Paper Computer Science, Artificial Intelligence

Deep Contrast Learning for Salient Object Detection

Guanbin Li et al.

2016 IEEE CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION (CVPR) (2016)

Proceedings Paper Computer Science, Artificial Intelligence

Saliency Unified: A Deep Architecture for simultaneous Eye Fixation Prediction and Salient Object Segmentation

Srinivas S. S. Kruthiventi et al.

2016 IEEE CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION (CVPR) (2016)

Proceedings Paper Computer Science, Artificial Intelligence

A Shape-Based Approach for Salient Object Detection Using Deep Learning

Jongpil Kim et al.

COMPUTER VISION - ECCV 2016, PT IV (2016)

Article Geochemistry & Geophysics

Saliency-Guided Unsupervised Feature Learning for Scene Classification

Fan Zhang et al.

IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING (2015)

Article Computer Science, Artificial Intelligence

What is a Salient Object? A Dataset and a Baseline Model for Salient Object Detection

Ali Borji

IEEE TRANSACTIONS ON IMAGE PROCESSING (2015)

Article Computer Science, Artificial Intelligence

Salient Object Detection: A Benchmark

Ali Borji et al.

IEEE TRANSACTIONS ON IMAGE PROCESSING (2015)

Article Computer Science, Artificial Intelligence

Unsupervised Object Class Discovery via Saliency-Guided Multiple Class Learning

Jun-Yan Zhu et al.

IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE (2015)

Article Computer Science, Artificial Intelligence

Global Contrast Based Salient Region Detection

Ming-Ming Cheng et al.

IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE (2015)

Article Computer Science, Artificial Intelligence

Saliency-directed prioritization of visual data in wireless surveillance networks

Irfan Mehmood et al.

INFORMATION FUSION (2015)

Article Computer Science, Artificial Intelligence

SuperCNN: A Superpixelwise Convolutional Neural Network for Salient Object Detection

Shengfeng He et al.

INTERNATIONAL JOURNAL OF COMPUTER VISION (2015)

Article Engineering, Electrical & Electronic

Depth-aware salient object detection using anisotropic center-surround difference

Ran Ju et al.

SIGNAL PROCESSING-IMAGE COMMUNICATION (2015)

Article Engineering, Electrical & Electronic

Region-Based Saliency Detection and Its Application in Object Recognition

Zhixiang Ren et al.

IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY (2014)

Article Ophthalmology

Defending Yarbus: Eye movements reveal observers' task

Ali Borji et al.

JOURNAL OF VISION (2014)

Proceedings Paper Computer Science, Artificial Intelligence

Multiscale Combinatorial Grouping

Pablo Arbelaez et al.

2014 IEEE CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION (CVPR) (2014)

Proceedings Paper Computer Science, Artificial Intelligence

How to Evaluate Foreground Maps?

Ran Margolin et al.

2014 IEEE CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION (CVPR) (2014)

Proceedings Paper Computer Science, Artificial Intelligence

A Cognitive Approach for Object Discovery

Simone Frintrop et al.

2014 22ND INTERNATIONAL CONFERENCE ON PATTERN RECOGNITION (ICPR) (2014)

Proceedings Paper Computer Science, Artificial Intelligence

RGBD Salient Object Detection: A Benchmark and Algorithms

Houwen Peng et al.

COMPUTER VISION - ECCV 2014, PT III (2014)

Article Computer Science, Software Engineering

Artistic minimal rendering with lines and blocks

Paul L. Rosin et al.

GRAPHICAL MODELS (2013)

Article Computer Science, Artificial Intelligence

State-of-the-Art in Visual Attention Modeling

Ali Borji et al.

IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE (2013)

Article Computer Science, Artificial Intelligence

Fast saliency-aware multi-modality image fusion

Jungong Han et al.

NEUROCOMPUTING (2013)

Article Computer Science, Artificial Intelligence

Active Visual Segmentation

Ajay K. Mishra et al.

IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE (2012)

Article Computer Science, Artificial Intelligence

A Novel Multiresolution Spatiotemporal Saliency Detection Model and Its Applications in Image and Video Compression

Chenlei Guo et al.

IEEE TRANSACTIONS ON IMAGE PROCESSING (2010)

Article Ophthalmology

Everyone knows what is interesting: Salient locations which should be fixated

Christopher Michael Masciocchi et al.

JOURNAL OF VISION (2009)

Proceedings Paper Computer Science, Artificial Intelligence

Frequency-tuned Salient Region Detection

Radhakrishna Achanta et al.

CVPR: 2009 IEEE CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION, VOLS 1-4 (2009)