Salient Object Detection

A curated list of awesome resources for salient object detection (SOD), focusing more on multimodal SODs (e.g., RGB-D SOD). We will keep updating it.

❗Updated 2022-06-27.

Content:

Overview
RGB-D SOD
RGB-T SOD
Image SOD
Appendix

Overview

Year	Pub.	Title	Links
2020	CVM	RGB-D Salient Object Detection: A Survey _{^{Tao Zhou, Deng-Ping Fan, Ming-Ming Cheng, Jianbing Shen, Ling Shao}}	Paper/Proj

RGB-D SOD

Preprint

Year	Pub.	Title	Links
2023	arXiv	All in One: RGB, RGB-D, and RGB-T Salient Object Detection _{^{Xingzhao Jia, Zhongqiu Zhao, Changlei Dongye, Zhao Zhang}}	Paper/Code
2022	arXiv	GroupTransNet: Group Transformer Network for RGB-D Salient Object Detection _{^{Xian Feng, Jinshao Zhu, et al.}}	Paper/Code
2021	arXiv12	TransCMD: Cross-Modal Decoder Equipped with Transformer for RGB-D Salient Object Detection _{^{Youwei Pang, Lihe Zhang, et al.}}	Paper/Code

2024

Year	Pub.	Title	Links
2024	TNNLS	EM-Trans: Edge-Aware Multimodal Transformer for RGB-D Salient Object Detection _{^{Geng Chen; Qingyue Wang; Bo Dong; Ruitao Ma; Nian Liu; Huazhu Fu; Yong Xia}}	Paper/Code
2024	PAMI	Robust Perception and Precise Segmentation for Scribble-Supervised RGB-D Saliency Detection _{^{Long Li, Junwei Han, Nian Liu, Salman Khan, Hisham Cholakkal, Rao Muhammad Anwer, Fahad Shahbaz Khan}}	Paper/Code
2024	TCSVT	Mutual Information Regularization for Weakly-Supervised RGB-D Salient Object Detection _{^{Aixuan Li; Yuxin Mao; Jing Zhang; Yuchao Dai}}	Paper/Code

2023

Year	Pub.	Title	Links
2023	IJCV	Delving into Calibrated Depth for Accurate RGB-D Salient Object Detection _{^{Jingjing Li, Wei Ji, Miao Zhang, Yongri Piao, Huchuan Lu, Li Cheng}}	Paper/Code
2023	TMM	CATNet: A Cascaded and Aggregated Transformer Network for RGB-D Salient Object Detection _{^{Fuming Sun; Peng Ren; Bowen Yin; Fasheng Wang; Haojie Li}}	Paper/Code
2023	TMM	Transformer Fusion and Pixel-Level Contrastive Learning for RGB-D Salient Object Detection _{^{Jiesheng Wu; Fangwei Hao; Weiyun Liang; Jing Xu}}	Paper/Code
2023	TMM	S3Net: Self-Supervised Self-Ensembling Network for Semi-Supervised RGB-D Salient Object Detection _{^{Lei Zhu; Xiaoqiang Wang; Ping Li; Xin Yang; Qing Zhang; Weiming Wang; Carola-Bibiane Schönlieb; C. L. Philip Chen}}	Paper/Code
2023	Neurocom	Dual Swin-Transformer based Mutual Interactive Network for RGB-D Salient Object Detection _{^{Chao Zeng, Sam Kwong}}	Paper/Code

2022

Year	Pub.	Title	Links
2022	MM	Depth-inspired Label Mining for Unsupervised RGB-D Salient Object Detection _{^{Teng Yang, Yue Wang, Lu Zhang, Jinqing Qi, Huchuan Lu}}	Paper/Code
2022	ECCV	MVSalNet: Multi-View Augmentation for RGB-D Salient Object Detection _{^{JiaYuan Zhou, Lijun Wang, Huchuan Lu, Kaining Huang, Xinchu Shi, Bocong Liu}}	Paper/Code
2022	ECCV	SPSN: Superpixel Prototype Sampling Network for RGB-D Salient Object Detection _{^{Minhyeok Lee, Chaewon Park, Suhwan Cho, Sangyoun Lee}}	Paper/Code
2022	AAAI	Self-Supervised Representation Learning for RGB-D Salient Object Detection _{^{Xiaoqi Zhao, Huchuan Lu, et al.}}	Paper/Code
2022	ICLR	Promoting Saliency From Depth: Deep Unsupervised RGB-D Saliency Detection _{^{Wei Ji, Jingjing Li, Qi Bi, Chuan Guo, Jie Liu, Li Cheng}}	Paper/Code
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2022	IJCV	Learnable Depth-Sensitive Attention for Deep RGB-D Saliency Detection with Multi-modal Fusion Architecture Search _{^{Peng Sun, Wenhu Zhang, Songyuan Li, Yilin Guo, Congli Song & Xi Li}}	Paper/Code
2022	PAMI	Learning Selective Mutual Attention and Contrast for RGB-D Saliency Detection _{^{Nian Liu, Ni Zhang, Ling Shao, Junwei Han}}	Paper/Code
2022	TMM	C2DFNet: Criss-Cross Dynamic Filter Network for RGB-D Salient Object Detection _{^{Miao Zhang, et al.}}	Paper/Code
2022	TIP	Boosting RGB-D Saliency Detection by Leveraging Unlabeled RGB Images _{^{Xiaoqiang Wang, et al.}}	Paper/Code
2022	TIP	Middle-level Fusion for Lightweight RGB-D Salient Object Detection _{^{N. Huang, Qiang Jiao, Qiang Zhang, Jungong Han}}	Paper/Code

2021

Year	Pub.	Title	Links
2021	NeurIPS	Joint Semantic Mining for Weakly Supervised RGB-D Salient Object Detection _{^{Jingjing Li1, Wei Ji, Qi Bi, Cheng Yan, Miao Zhang, Yongri Piao, Huchuan Lu, Li Cheng}}	Paper/Code
2021	ICCV	Visual Saliency Transformer _{^{Nian Liu, Junwei Han, et al.}}	Paper/Code
2021	ICCV	Specificity-preserving RGB-D Saliency Detection _{^{Tao Zhou, et al.}}	Paper/Code
2021	ICCV	RGB-D Saliency Detection via Cascaded Mutual Information Minimization _{^{Jing Zhang, Deng-Ping Fan, et al.}}	Paper/Code
2021	MM	Depth Quality-Inspired Feature Manipulation for Efficient RGB-D Salient Object Detection _{^{Wenbo Zhang, Keren Fu, et al.}}	Paper/Code
2021	MM	Cross-modality Discrepant Interaction Network for RGB-D Salient Object Detection _{^{Chen Zhang, Runmin Cong, et al.}}	Paper/Proj
2021	MM	TriTransNet: RGB-D salient object detection with a triplet transformer embedding network _{^{Zhengyi Liu, et al.}}	Paper/Code
2021	CVPR	Deep RGB-D Saliency Detection With Depth-Sensitive Attention and Automatic Multi-Modal Fusion _{^{Peng Sun, Xi Li, et al.}}	Paper/Code IJCV
2021	CVPR	Calibrated RGB-D Salient Object Detection _{^{Wei Ji, Shuang Yu, et al.}}	Paper/Code
2021	ICME	BTS-Net: Bi-directional Transfer-and-Selection Network For RGB-D Salient Object Detection _{^{Wenbo Zhang, Keren Fu, et al.}}	arXiv/Code
2021	AAAI	RGB-D Salient Object Detection via 3D Convolutional Neural Networks _{^{Qian Chen, Keren Fu, et al.}}	Paper/Code
---	---	---	---
2021	PAMI	MobileSal: Extremely Efficient RGB-D Salient Object Detection _{^{Yu-Huan Wu, Yun Liu, Jia-Wang Bian, Yu-Chao Gu, Ming-Ming Cheng}}	Paper/Code
2021	PAMI	Uncertainty Inspired RGB-D Saliency Detection _{^{Jing Zhang, Deng-Ping Fan, Yuchao Dai, Saeed Anwaret, et al.}}	Paper/Code
2021	PAMI	Siamese Network for RGB-D Salient Object Detection and Beyond _{^{Keren Fu, Deng-Ping Fan, et al.}}	Paper/Code
2021	IJCV	CNN-Based RGB-D Salient Object Detection: Learn, Select, and Fuse _{^{Hao Chen, Youfu Li, et al.}}	Paper/Code
2021	TIP	Hierarchical Alternate Interaction Network for RGB-D Salient Object Detection _{^{Gongyang Li, Haibin Ling, et al.}}	Paper/Code
2021	TIP	Bilateral Attention Network for RGB-D Salient Object Detection _{^{Zhao Zhang, Deng-Ping Fan, et al.}}	arXiv/Code
2021	TIP	CDNet: Complementary Depth Network for RGB-D Salient Object Detection _{^{Wen-Da Jin, Ming-Ming Cheng, et al.}}	Paper/Code
2021	TIP	Data-Level Recombination and Lightweight Fusion Scheme for RGB-D Salient Object Detection _{^{Xuehao Wang, et al.}}	Paper/Code
2021	TIP	RGB-D Salient Object Detection With Ubiquitous Target Awareness _{^{Yifan Zhao, et al.}}	arXiv/Code
2021	TIP	DPANet: Depth Potentiality-Aware Gated Attention Network for RGB-D Salient Object Detection _{^{Zuyao Chen, Runmin Cong, et al.}}	Paper/Code
2021	TIP	Multi-Interactive Dual-Decoder for RGB-Thermal Salient Object Detection _{^{Zhengzheng Tu, et al.}}	Paper/Code
2021	TCYB	ASIF-Net: Attention Steered Interweave Fusion Network for RGB-D Salient Object Detection _{^{Chongyi Li, Runmin Cong, et al.}}	Paper/Code
2021	TNNLS	IRFR-Net: Interactive Recursive Feature-Reshaping Network for Detecting Salient Objects in RGB-D Images _{^{Wujie Zhou, Qinling Guo, et al.}}	Paper/Code
2021	TNNLS	Rethinking RGB-D Salient Object Detection: Models, Data Sets, and Large-Scale Benchmarks _{^{Deng-Ping Fan, et al.}}	Paper/Code
2021	TMM	Employing Bilinear Fusion and Saliency Prior Information for RGB-D Salient Object Detection _{^{Nianchang Huang, Dingwen Zhang, et al.}}	Paper/Code
2021	TMM	Attentive Cross-Modal Fusion Network for RGB-D Saliency Detection _{^{Di Liu, Kao Zhang, Zhenzhong Chen}}	Paper/Cod
2021	TMM	Deep RGB-D Saliency Detection without Depth _{^{Yuan-Fang Zhang, et al.}}	Paper/Code
2021	TMM	CCAFNet: Crossflow and Cross-scale Adaptive Fusion Network for Detecting Salient Objects in RGB-D Images _{^{Wujie Zhou, et al.}}	Paper/Code

2020

Year	Pub.	Title	Links
2020	ECCV	RGB-D Salient Object Detection with Cross-Modality Modulation and Selection _{^{Chongyi Li, Runmin Cong, et al.}}	Paper/Code Proj
2020	ECCV	Progressively Guided Alternate Refinement Network for RGB-D Salient Object Detection _{^{Shuhan Chen, Yun Fu}}	Paper/Code
2020	ECCV	BBS-Net: RGB-D Salient Object Detection with a Bifurcated Backbone Strategy Network _{^{Yingjie Zhai, Deng-Ping Fan, et al.}}	Paper/Code Extension
2020	ECCV	Cascade Graph Neural Networks for RGB-D Salient Object Detection _{^{Ao Luo, et al.}}	Paper/Code
2020	ECCV	Cross-Modal Weighting Network for RGB-D Salient Object Detection _{^{Gongyang Li, Haibin Ling, et al.}}	Paper/arXiv Code
2020	ECCV	Accurate RGB-D Salient Object Detection via Collaborative Learning _{^{Wei Ji, Huchuan Lu, et al.}}	Paper/Code
2020	ECCV	A Single Stream Network for Robust and Real-time RGB-D Salient Object Detection _{^{Xiaoqi Zhao, Lihe Zhang, et al.}}	Paper/Code
2020	ECCV	Hierarchical Dynamic Filtering Network for RGB-D Salient Object Detection _{^{Youwei Pang, Lihe Zhang, Xiaoqi Zhao, Huchuan Lu}}	arXiv/Code
2020	ECCV	Asymmetric Two-Stream Architecture for Accurate RGB-D Saliency Detection _{^{Miao Zhang, Huchuan Lu, et al.}}	Paper/Code
2020	MM	Is Depth Really Necessary for Salient Object Detection? _{^{Jiawei Zhao, Yifan Zhao, Jia Li, Xiaowu Chen}}	Paper/Code Proj
2020	CVPR	Select, Supplement and Focus for RGB-D Saliency Detection _{^{Miao Zhang, Yongri Piao, et al.}}	Paper/Code
2020	CVPR	JL-DCF: Joint Learning and Densely-Cooperative Fusion Framework for RGB-D Salient Object Detection _{^{Keren Fu, Deng-Ping Fan, Ge-Peng Ji, Qijun Zhao}}	Paper/arXiv/ PAMI21/Code
2020	CVPR	A2dele: Adaptive and Attentive Depth Distiller for Efficient RGB-D Salient Object Detection _{^{Yongri Piao, Huchuan Lu, et al.}}	Paper/Code
2020	CVPR	UC-Net: Uncertainty Inspired RGB-D Saliency Detection via Conditional Variational Autoencoders _{^{Jing Zhang, Deng-Ping Fan, et al.}}	Paper/Code
2020	CVPR	Multi-Scale Interactive Network for Salient Object Detection _{^{Youwei Pang, Huchuan Lu, et al.}}	Paper/Code
2020	CVPR	Interactive Two-Stream Decoder for Accurate and Fast Saliency Detection _{^{H. Zhou, Xiaohua Xie, Jian-Huang Lai, et al.}}	Paper/Code
2020	CVPR	Label Decoupling Framework for Salient Object Detection _{^{Jun Wei, et al.}}	Paper/Code
2020	CVPR	Learning Selective Self-Mutual Attention for RGB-D Saliency Detection _{^{Nian Liu, Ni Zhang, et al.}}	Paper/Code Ext
---	---	---	---
2020	TIP	RGBD Salient Object Detection via Disentangled Cross-Modal Fusion _{^{Hao Chen, et al.}}	Paper/Code
2020	TIP	RGBD Salient Object Detection via Deep Fusion _{^{Liangqiong Qu, et al.}}	Paper/Code
2020	TIP	Boundary-Aware RGBD Salient Object Detection With Cross-Modal Feature Sampling _{^{Yuzhen Niu, et al.}}	Paper/Code
2020	TIP	ICNet: Information Conversion Network for RGB-D Based Salient Object Detection _{^{Gongyang Li, Zhi Liu, Haibin Ling}}	Paper/Code
2020	TIP	Improved Saliency Detection in RGB-D Images Using Two-Phase Depth Estimation and Selective Deep Fusion _{^{Chenglizhao Chen, et al.}}	Paper/Code
2020	TCYB	Discriminative Cross-Modal Transfer Learning and Densely Cross-Level Feedback Fusion for RGB-D Salient Object Detection _{^{Hao Chen, Youfu Li, Dan Su}}	Paper/Code
2020	TCYB	Going From RGB to RGBD Saliency: A Depth-Guided Transformation Model _{^{Runmin Cong, et al.}}	Paper/Code
2020	TMM	cmSalGAN: RGB-D Salient Object Detection With Cross-View Generative Adversarial Networks _{^{Bo Jiang, et al.}}	Paper/Code Proj
2020	TMM	Joint Cross-Modal and Unimodal Features for RGB-D Salient Object Detection _{^{N. Huang, Yi Liu, Qiang Zhang, Jungong Han}}	Paper/Code

2019

Year	Pub.	Title	Links
2019	ICCV	EGNet: Edge Guidance Network for Salient Object Detection _{^{Jia-Xing Zhao, Ming-Ming Cheng, et al.}}	Paper/Code
2019	ICCV	Depth-induced Multi-scale Recurrent Attention Network for Saliency Detection _{^{Wei Ji, Jingjing Li, Miao Zhang, Huchuan Lu}}	Paper/Code Ext-22
2019	CVPR	Contrast Prior and Fluid Pyramid Integration for RGBD Salient Object Detection _{^{Jia-Xing Zhao, Ming-Ming Cheng, et al.}}	Paper/Code Proj
2019	CVPR	BASNet: Boundary-Aware Salient Object Detection _{^{Xuebin Qin, Zichen Zhang, Chenyang Huang, Chao Gao, et al.}}	Paper/Code Ext
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2019	TIP	Three-Stream Attention-Aware Network for RGB-D Salient Object Detection _{^{Hao Chen, Youfu Li}}	Paper/Code
2019	TIP	RGB-'D' Saliency Detection With Pseudo Depth _{^{Xiaolin Xiao, Yicong Zhou, Yue-Jiao Gong}}	Paper/Code

2018

Year	Pub.	Title	Links
2018	CVPR	Progressively Complementarity-Aware Fusion Network for RGB-D Salient Object Detection _{^{Hao Chen, Youfu Li}}	Paper/Code
2018	CVPR	PiCANet: Learning Pixel-wise Contextual Attention for Saliency Detection	Paper/Code
2018	TCYB	CNNs-Based RGB-D Saliency Detection via Cross-View Transfer and Multiview Fusion _{^{Junwei Han, et al.}}	Paper/Code

2017

Year	Pub.	Title	Links
2017	CVPR	Instance-Level Salient Object Segmentation	Paper/Code
2017	TIP	Depth-Aware Salient Object Detection and Segmentation via Multiscale Discriminative Saliency Fusion and Bootstrap Learning _{^{Hangke Song, et al.}}	Paper/Code
2017	TIP	Edge Preserving and Multi-Scale Contextual Neural Network for Salient Object Detection _{^{Xiang Wang, Huimin Ma, Xiaozhi Chen, Shaodi You}}	Paper/Code

Beyond

Year	Pub.	Title	Links
2021	arXiv02	CPP-Net: Context-aware Polygon Proposal Network for Nucleus Segmentation _{^{Shengcong Chen, Changxing Ding, Minfeng Liu, Dacheng Tao}}	Paper/Code
2019	NeurIPS	One-Shot Object Detection with Co-Attention and Co-Excitation _{^{Ting-I Hsieh, et al.}}	Paper/Code
2020	NeurIPS	Deep Multimodal Fusion by Channel Exchanging _{^{Yikai Wang, et al.}}	Paper/Code
2021	MM	Occlusion-aware Bi-directional Guided Network for Light Field Salient Object Detection _{^{Dong Jing, Runmin Cong, et al.}}	Paper/Code
2021	ICCV	Contrastive Multimodal Fusion with TupleInfoNCE _{^{Yunze Liu, Li Yi, et al.}}	Paper/Code
2019	ICCV	RGB-Infrared Cross-Modality Person Re-Identification via Joint Pixel and Feature Alignment _{^{Guan'an Wang, et al.}}	Paper/Code
2021	CVPR	Look Closer to Segment Better: Boundary Patch Refinement for Instance Segmentation _{^{Chufeng Tang, Xiaolin Hu, et al.}}	Paper/Code
2021	CVPR	Boundary IoU: Improving Object-Centric Image Segmentation Evaluation _{^{Bowen Cheng, Ross Girshick, Piotr Dollár, et al.}}	Paper/Code
2021	AAAI	Active Boundary Loss for Semantic Segmentation _{^{Chi Wang, Yunke Zhang, Miaomiao Cui, Peiran Ren, et al.}}	Paper/Code
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2021	TCYB	PANet: Patch-Aware Network for Light Field Salient Object Detection _{^{Yongri Piao, Huchuan Lu, et al.}}	Paper/Code
2021	TIP	Progressive Self-Guided Loss for Salient Object Detection _{^{Sheng Yang, Weisi Lin, et al.}}	Paper/Code
2020	TIP	RGB-T Salient Object Detection via Fusing Multi-Level CNN Features _{^{Qiang Zhang, Dingwen Zhang, et al.}}	Paper/Code
2020	TIP	LFNet: Light Field Fusion Network for Salient Object Detection _{^{Miao Zhang, Huchuan Lu, et al.}}	Paper/Code
2019	TIP	Cross-Modal Attentional Context Learning for RGB-D Object Detection _{^{G. Li, Liang Lin, et al.}}	Paper/Code
2019	TMM	RGB-T Image Saliency Detection via Collaborative Graph Learning _{^{Zhengzheng Tu, et al.}}	Paper/Code

RGB-T SOD

Year	Pub.	Title	Links
2024	PR	Frequency-aware feature aggregation network with dual-task consistency for RGB-T salient object detection _{^{Heng Zhou, Chunna Tian, Zhenxi Zhang, Chengyang Li, Yongqiang Xie, Zhongbo Li}}	Paper/Code
2023	TCSVT	Cross-Modality Double Bidirectional Interaction and Fusion Network for RGB-T Salient Object Detection _{^{Zhengxuan Xie; Feng Shao; Gang Chen; Hangwei Chen; Qiuping Jiang; Xiangchao Meng; Yo-Sung Ho}}	Paper/Code
2023	TCSVT	Multiple Graph Affinity Interactive Network and a Variable Illumination Dataset for RGBT Image Salient Object Detection _{^{Kechen Song; Liming Huang; Aojun Gong; Yunhui Yan}}	Paper/Code
2022	KBS	Asymmetric cross-modal activation network for RGB-T salient object detection _{^{Chang Xu, Qingwu Li, Qingkai Zhou, Xiongbiao Jiang, Dabing Yu, Yaqin Zhou}}	Paper/Code
2022	TMM	Does Thermal really always matter for RGB-T salient object detection _{^{Runmin Cong, Kepu Zhang, Chen Zhang, Feng Zheng, Yao Zhao, Qingming Huang, Sam Kwong}}	Paper/Code
2022	TCSVT	Cross-Collaborative Fusion-Encoder Network for Robust RGB-Thermal Salient Object Detection _{^{Guibiao Liao, Wei Gao, Ge Li, Junle Wang, Sam Kwong}}	Paper/Code
2022	TIM	Real-time One-stream Semantic-guided Refinement Network for RGB-Thermal Salient Object Detection _{^{Fushuo Huo, Xuegui Zhu, Qian Zhang, Ziming Liu, Wenchao Yu}}	Paper/Code
2022	TIP	Weakly Alignment-free RGBT Salient Object Detection with Deep Correlation Network _{^{Zhengzheng Tu, Zhun Li, Chenglong Li, Jin Tang}}	Paper/Code

Image SOD

Preprint

Year.	Title	Author	Links
2022	DFTR: Depth-supervised Fusion Transformer for Salient Object Detection	Heqin Zhu, et al.	Paper/Code

2022

Pub.	Title	Author	Links
CVPR	Pyramid Grafting Network for One-Stage High Resolution Saliency Detection	Chenxi Xie, Jia Li, et al.	Paper/Code
AAAI	Unsupervised Domain Adaptive Salient Object Detection Through Uncertainty-Aware Pseudo-Label Learning	Pengxiang Yan, Liang Lin, et al.	Paper/Code
AAAI	Weakly-Supervised Salient Object Detection Using Point Supervison	Shuyong Gao, Wei Zhang, et al.	Paper/Code

2021

Pub.	Title	Author	Links
NeurIPS	Learning Generative Vision Transformer with Energy-Based Latent Space for Saliency Prediction	Jing Zhang, Jianwen Xie, et al.	Paper/Code
arXiv08	Unifying Global-Local Representations in Salient Object Detection with Transformer	Sucheng Ren, Qiang Wen, et al.	Paper/Code
arXiv01	Boundary-Aware Segmentation Network for Mobile and Web Applications	Xuebin Qin, Deng-Ping Fan, et al.	Paper/Code
PAMI	Part-Object Relational Visual Saliency	Yi Liu, Dingwen Zhang, et al.
PAMI	Saliency Prediction in the Deep Learning Era: Successes and Limitations	Ali Borji
PAMI	Salient Object Detection in the Deep Learning Era: An In-depth Survey	Wenguan Wang, et al.
PAMI	Revisiting Video Saliency Prediction in the Deep Learning Era	Wenguan Wang, et al.
PAMI	Relative Saliency and Ranking: Models, Metrics, Data and Benchmarks	Mahmoud Kalash, Md Amirul Islam, et al.
PAMI	Instance-Level Relative Saliency Ranking with Graph Reasoning	Nian Liu, et al.
PAMI	Learning Saliency From Single Noisy Labelling: A Robust Model Fitting Perspective	Jing Zhang, Yuchao Dai, et al.
PAMI	Deep Cognitive Gate: Resembling Human Cognition for Saliency Detection	Ke Yan, et al.
PAMI	A Highly Efficient Model to Study the Semantics of Salient Object Detection	Ming-Ming Cheng, et al.
PAMI	Learning to Detect Salient Object with Multi-source Weak Supervision	Hongshuang Zhang, Huchuan Lu, et al.
IJCV	Saliency Detection Inspired by Topological Perception Theory	Peng Peng, Yong-Jie Li, etc	Paper/Code
TIP	Rethinking Image Salient Object Detection: Object-Level Semantic Saliency Reranking First, Pixelwise Saliency Refinement Later	Guangxiao Ma, et al.
TIP	Contour-Aware Loss: Boundary-Aware Learning for Salient Object Segmentation	Zixuan Chen, Jianhuang Lai, et al.
TIP	Depth-Quality-Aware Salient Object Detection	Chenglizhao Chen, et al.
TIP	Dense Attention Fluid Network for Salient Object Detection in Optical Remote Sensing Images	Qijian Zhang, Runmin Cong, et al.
TIP	SCG: Saliency and Contour Guided Salient Instance Segmentation	Nian Liu, et al.
TIP	Hierarchical and Interactive Refinement Network for Edge-Preserving Salient Object Detection	Sanping Zhou, et al.
TIP	Salient Object Detection With Purificatory Mechanism and Structural Similarity Loss	Jia Li, et al.
TIP	Hierarchical Edge Refinement Network for Saliency Detection	D. Song, Yongsheng Dong, Xuelong Li
ICCV	Scene Context-Aware Salient Object Detection	Avishek Siris, Jianbo Jiao, et al.	Paper/Code
ICML	DANCE: Enhancing saliency maps using decoys	Yang Lu, Willian Stafford Noble, et al.	Paper/Code
AAAI	Pyramidal Feature Shrinking for Salient Object Detection	Mingcan Ma, Changqun Xia, Jia Li
AAAI	Locate Globally, Segment Locally: A Progressive Architecture With Knowledge Review Network for Salient Object Detection	Binwei Xu, et al.	Paper/Code

2020

Pub.	Title	Author	Links
PAMI	Inferring Salient Objects from Human Fixations	Wenguan Wang, Jianbing Shen, et al.	Paper/Code
PAMI	Synthesizing Supervision for Learning Deep Saliency Network without Human Annotation	Dingwen Zhang, et al.
TIP	PiCANet: Pixel-Wise Contextual Attention Learning for Accurate Saliency Detection	Nian Liu, Junwei Han, Ming-Hsuan Yang
TIP	Reverse Attention-Based Residual Network for Salient Object Detection	Shuhan Chen, Huchuan Lu, et al.
TIP	Boundary-Aware RGBD Salient Object Detection With Cross-Modal Feature Sampling	Yuzhen Liu, et al.
TCYB	Complementarity-Aware Attention Network for Salient Object Detection	Junxia Li, Qingshan Liu, et al.
NeurIPS	Few-Cost Salient Object Detection with Adversarial-Paced Learning	Dingwen Zhang, Haibin Tian, et al.	Paper/Code
ECCV	Suppress and Balance: A Simple Gated Network for Salient Object	Xiaoqi Zhao, Huchuan Lu, et al.	Paper/Code
CVPR	Inferring Attention Shift Ranks of Objects for Image Saliency	Avishek Siris, Jianbo Jiao, et al.	Paper/Code
CVPR	Weakly-Supervised Salient Object Detection via Scribble Annotations	Jing Zhang, Yuchao Dai, et al.	Paper/Code
AAAI	Learning Deep Relations to Promote Saliency Detection	Changrui Chen, et al.
AAAI	Global Context-Aware Progressive Aggregation Network for Salient Object Detection	Z. Chen, Runmin Cong, et al.	Paper/Code
AAAI	F³Net: Fusion, Feedback and Focus for Salient Object Detection	Jun Wei, et al.	Paper/Code

2019

Pub.	Title	Author	Links
PAMI	Salient Object Detection with Recurrent Fully Convolutional Networks	L. Wang, Huchuan Lu, et al.
PAMI	Deeply Supervised Salient Object Detection with Short Connections	Qibin Hou, et al.
PAMI	What Do Different Evaluation Metrics Tell Us About Saliency Models?	Zoya Bylinskii, et al.
PAMI	Personalized Saliency and Its Prediction	Y. Xu, Jingyi Yu, et al.
IJCV	Unsupervised Learning of Foreground Object Segmentation	Ioana Croitoru, Simion-Vlad Bogolin, et al.
TIP	Focal Boundary Guided Salient Object Detection	Yupei Wang, et al.
ICCV	Employing Deep Part-Object Relationships for Salient Object Detection
ICCV	Selectivity or Invariance: Boundary-Aware Salient Object Detection	Jinming Su, Jia Li, et al.
ICCV	Stacked Cross Refinement Network for Edge-Aware Salient Object Detection
CVPR	Salient Object Detection With Pyramid Attention and Salient Edges	Wenguan Wang, Jianbing Shen, et al.	Paper/Code
CVPR	Attentive Feedback Network for Boundary-Aware Salient Object Detection
CVPR	Pyramid Feature Attention Network for Saliency Detection
AAAI	Image Saliency Prediction in Transformed Domain: A Deep Complex Neural Network Method	Lai Jiang, et al.
AAAI	SuperVAE: Superpixelwise Variational Autoencoder for Salient Object Detection	Bo Li, Z. Sun, Yuqi Guo	Paper/Code

2018

Pub.	Title	Author	Links
ECCV	Reverse Attention for Salient Object Detection
ECCV	Contour Knowledge Transfer for Salient Object Detection
ECCV	Learning to Zoom: a Saliency-Based Sampling Layer for Neural Networks
AAAI	Lateral Inhibition-Inspired Convolutional Neural Network for Visual Attention and Saliency Detection	Chunshui Cao, Liang Wang, et al.
AAAI	Recurrently Aggregating Deep Features for Salient Object Detection	Xiaowei Hu, et al.	Paper/Code

2017

Pub.	Title	Author
PAMI	Ranking Saliency	Lihe Zhang, Ming-Hsuan Yang, et al.
IJCV	Attentive Systems: A Survey	Tam V. Nguyen, Qi Zhao, Shuicheng Yan
IJCV	Salient Object Detection: A Discriminative Regional Feature Integration Approach	Jingdong Wang, et al.

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Salient Object Detection

Content:

Overview

RGB-D SOD

Preprint

2024

2023

2022

2021

2020

2019

2018

2017

Beyond

RGB-T SOD

Image SOD

Preprint

2022

2021

2020

2019

2018

2017

Appendix

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