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A curated list of awesome resources for salient object detection (SOD), focusing more on multi-modal SOD, such as RGB-D SOD.

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Salient Object Detection

🔥 A curated list of awesome resources for salient object detection (SOD), focusing more on multi-modal SODs (e.g., RGB-D/RGB-T SOD).

❗Updated at 2024-06-19.


Content:


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

2024

Year Pub. Title Links
2024 AppSci Advancing in RGB-D Salient Object Detection: A Survey
Ai Chen, Xin Li, Tianxiang He, Junlin Zhou, and Duanbing Chen
Paper/Code
2024 IJCV ViDSOD-100: A New Dataset and a Baseline Model for RGB-D Video Salient Object Detection
Junhao Lin, Lei Zhu, Jiaxing Shen, Huazhu Fu, Qing Zhang & Liansheng Wang
Paper/Code
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 KBS MAGNet: Multi-scale Awareness and Global fusion Network for RGB-D salient object detection
Mingyu Zhong, Jing Sun, Peng Ren, Fasheng Wang, Fuming Sun
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
2024 TCSVT Feature Calibrating and Fusing Network for RGB-D Salient Object Detection
Qiang Zhang; Qi Qin; Yang Yang; Qiang Jiao; Jungong Han
Paper/Code

2023

Year Pub. Title Links
2023 ACM MM Object Segmentation by Mining Cross-Modal Semantics
Wu, Zongwei and Wang, Jingjing and Zhou, Zhuyun and An, Zhaochong and Jiang, Qiuping and Demonceaux, C{'e}dric and Sun, Guolei and Timofte, Radu
Paper/Code
2023 ICCV Source-free depth for object pop-out
Wu, Zongwei and Paudel, Danda Pani and Fan, Deng-Ping and Wang, Jingjing and Wang, Shuo and Demonceaux, Cédric and Timofte, Radu and Van Gool, Luc
Paper/Code
2023 TIP CAVER: Cross-Modal View-Mixed Transformer for Bi-Modal Salient Object Detection
Youwei Pang, Xiaoqi Zhao, Lihe Zhang, Huchuan Lu
Paper/Code
2023 TIP HiDAnet: RGB-D Salient Object Detection via Hierarchical Depth Awareness
Wu, Zongwei and Allibert, Guillaume and Meriaudeau, Fabrice and Ma, Chao and Demonceaux, Cédric
Paper/Code
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 PR Cross-modal hierarchical interaction network for RGB-D salient object detection
Hongbo Bi a, Ranwan Wu a, Ziqi Liu a, Huihui Zhu a, Cong Zhang a, Tian-Zhu Xiang
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 Pretraining for RGB-D Salient Object Detection
Xiaoqi Zhao, Youwei Pang, Lihe Zhang, Huchuan Lu, Xiang Ruan
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
--- --- --- ---
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
--- --- --- ---
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
--- --- --- ---
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

V-D-T SOD

Year Pub. Title Links
2024 TCSVT Dynamic Weighted Fusion and Progressive Refinement Network for Visible-Depth-Thermal Salient Object Detection
Yi Luo; Feng Shao; Baoyang Mu; Hangwei Chen; Zhuo Li; Qiuping Jiang
Paper/Code
2024 TIP Quality-Aware Selective Fusion Network for V-D-T Salient Object Detection
Liuxin Bao, Xiaofei Zhou, Xiankai Lu, Yaoqi Sun, Haibing Yin, Zhenghui Hu, Jiyong Zhang, Chenggang Yan
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

2024

Pub. Title Author Links
ICML Size-invariance Matters: Rethinking Metrics and Losses for Imbalanced Multi-object Salient Object Detection Feiran Li, Qianqian Xu, 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 Links
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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