图像显著性检测论文及代码汇总

近年来，图像显著性检测研究引起了大量的学者关注。为了方便学术研究，本博客汇总了近几年比较经典的图像显著性检测论文及代码，同时也收集了一些显著性检测相关的Toolbox、Benchmark和大牛的主页等，希望对研究显著性检测的同学和老师们有所帮助啦~本博客汇总代码有可能需要请自备梯子。

特别声明： 本博客汇总的开源代码仅作学术研究之用，如需商用请联系论文作者。本博客不生产论文和代码，我们只是学术搬运工~ 本博客中的内容如有侵权请联系博主，谢谢！整理不易，给个关注吧~

Publication	Paper	URL
-	Saliency Evaluation Metrics (AUC, sAUC, CC, NSS and KLD)	matlab, python
-	MIT saliency benchmark	code
TIP 2017	Learning to Detect Video Saliency with HEVC Features	code
ECCV 2018	Saliency Detection in 360° Videos	code
CVPR 2014	Saliency Optimization from Robust Background Detection	code
CVPR 2012	Saliency Filters: Contrast Based Filtering for Salient Region Detection	code , official
ECCV 2012	Geodesic Saliency Using Background Priors	code
TIP 2017	Visual Attention Modeling for Stereoscopic Video: A Benchmark and Computational Model	code
TIP 2019	Deep3DSaliency: Deep Stereoscopic Video Saliency Detection Model by 3D Convolutional Networks	code
TIP 2014	Video Saliency Incorporating Spatiotemporal Cues and Uncertainty Weighting	code
IFTC 2017	Video Saliency Detection by 3D Convolutional Neural Networks	code, pdf
TCSVT 2014	A Video Saliency Detection Model in Compressed Domain	code
TMM 2013	A Saliency Detection Model Using Low-level Features Based on Wavelet Transform	code
TIP 2012	Saliency Detection in The Compressed Domain for Adaptive Image Retargeting	code
TIP 2012	Bottom-up Saliency Detection Model Based on Human Visual Sensitivity and Amplitude Spectrum	code
CVPR 2014	Binarized Normed Gradients for Objectness Estimation at 300fps	code
CVPR 2011	Global Contrast based Salient Region Detection	code , official
ECCV 2018	Pyramid Dilated Deeper CoonvLSTM for Video Salient Object Detection	code
TMM 2017	Spatio-Temporal Saliency Networks for Dynamic Saliency Prediction	code
ICCV 2017	Saliency Pattern Detection by Ranking Structured Trees	code
CVPR 2016	Shallow and Deep Convolutional Networks for Saliency Prediction	code, pdf
ICIP 2015	Salient Object Detection via Objectness Measure	code
-	pyimgsaliency	code
CVPR 2016	Deep Saliency with Encoded Low level Distance Map and High Level Features	code
ICPR 2016	A Deep Multi-Level Network for Saliency Prediction	code
-	Pysaliency	code
TIP 2016	DeepSaliency: Multi-Task Deep Neural Network Model for Salient Object Detection	code
-	SalBenchmark	code
arXiv 2017	SalGAN: Visual Saliency Prediction with Generative Adversarial Networks	code , pdf
CVPR 2017	Top-down Visual Saliency Guided by Captions	code
CVPR 2015	Saliency Detection by Multi-Context Deep Learning	code
CVPR 2015 & TPAMI 2018	Saliency-aware Video Object Segmentation	code
TPAMI 1998 (python)	A Model of Saliency-Based Visual Attention for Rapid Scene Analysis	code , official
ICCV 2017	Amulet: Aggregating Multi-level Convolutional Features for Salient Object Detection	code
ICCV 2017	Learning Uncertain Convolutional Features for Accurate Saliency Detection	code
ICCV 2017	A Stagewise Refinement Model for Detecting Salient Objects in Images	code
-	Real Time Image Saliency for Black Box Classifiers	code, code2
-	Head pose estimation in the wild using Convolutional Neural Networks and adaptive gradient methods	code
ICCV 2015	SALICON: Reducing the Semantic Gap in Saliency Prediction by Adapting Deep Neural Networks	code
ECCV 2018	DeepVS: A Deep Learning Based Video Saliency Prediction Approach	code
TIP 2018	Predicting Human Eye Fixations via an LSTM-based Saliency Attentive Model	code
CVPR 2013 (python)	Saliency Detection via Graph-Based Manifold Ranking	official , code, code2, code3 , code4
CVPR 2016	Unconstrained Salient Object Detection via Proposal Subset Optimization	code
CVPR 2014	Time-Mapping Using Space-Time Saliency	code
-	PiCANet: Learning Pixel-wise Contextual Attention for Saliency Detection	code
ECCV 2018	Learning to Zoom: a Saliency-Based Sampling Layer for Neural Networks	code
ECCV 2016	Saliency Detection with Recurrent Fully Convolutional Networks (RFCN)	code, pytorch
CVPR 2017	Deeply Supervised Salient Object Detection with Short Connections	code
TIP 2018	Video Salient Object Detection via Fully Convolutional Networks	code
TIP 2015	PISA: Pixelwise Image Saliency by Aggregating Complementary Appearance Contrast Measures With Edge-Preserving Coherence	code
CVPR 2009	Frequency-tuned Salient Region Detection	code
-	Learning To Promote Saliency Detectors	code
TPAMI 2016	Deeply Supervised Salient Object Detection with Short Connections	code
-	Saliency Weighted Convolutional Features for Instance Search	code
ICCV 2015	Minimum Barrier Salient Object Detection at 80 FPS	code
CVPR 2018	Revisiting Video Saliency: A Large-scale Benchmark and a New Model	code
IJCAI 2018	R3Net: Recurrent Residual Refinement Network for Saliency Detection	code
-	Deep Inside Convolutional Networks	code
TIP 2013	Cluster-based Co-saliency Detection	code
-	Saliency Codes	code
BigMM 2018	Saliency-based Spatio-Temporal Attention for Video Captioning	code
-	SaliencyToolbox	code
TIP 2016	Salient Region Detection via High-Dimensional Color Transform and Local Spatial Support	code
-	PythonSaliencyBenchmark	code
ICIP 2013	How the Distribution of Salient Objects in Images Influences Salient Object Detection	code
ICIP 2013	Salient Object Detection in Hyperspectral Imagery	code
-	MatlabSaliencyToolbox	code
IJCAI 2015	Saliency Detection with a Deeper Investigation of Light Field	code
ACMMM 2017	Fine-grained Discriminative Localization via Saliency-guided Faster R-CNN	code
-	Mingming Chen’s Homepage	code
NIPS 2004	Discriminant Saliency for Visual Recognition from Cluttered Scenes	code
-	Huchan Lu’s Homepage	code
-	Yao Li’s Homepage	code
ICCV 2011	Fusing Generic Objectness and Visual Saliency for Salient Object Detection	code
BMVC 2011	Automatic Salient Object Segmentation Based on Context and Shape Prior	code
CVPR 2010	Context-aware Saliency Detection	code
CVPR 2012	A Unified Approach to Salient Object Detection via Low Rank Matrix Recovery	code
CVPR 2013	Hierarchical Saliency Detection	code
CVPR 2013	What Makes A Patch Distinct?	code
CVPR 2013	Statistical Textural Distinctiveness for Salient Region Detection in Natural Images	code
ICCV 2013	Efficient Salient Region Detection with Soft Image Abstraction	code
BMVC 2013	Depth Really Matters: Improving Visual Salient Region Detection with Depth	code
BMVC 2013	An In Depth View of Saliency	code
TIP 2015	Consistent Video Saliency Using Local Gradient Flow Optimization and Global Refinement	code
CVPR 2015	Visual Saliency Based on Multiscale Deep Features	homepage , code
ACCV 2016	Bottom-up Fixation Prediction Using Unsupervised Hierarchical Models	code
Journal of Vision 2009	Saliency, attention, and visual search: An information theoretic approach	code
ICIP 2010	Saliency detection using maximum symmetric surround	code
ECCV 2010	Segmenting salient objects from images and videos	code
Journal of Vision 2008	Static and space-time visual saliency detection by self-resemblance	code
Journal of Vision 2009	SUN: A bayesian framework for saliency using natural statistics	code
CVPR 2011	Saliency estimation using a non-parametric low-level vision model	code
NIPS 2007	Graph-based visual saliency	code
CVPR 2007	Saliency detection: A spectral residual approach	code, python
ICVS 2008	Salient region detection and segmentation	code
BMVC 2017	Automatic salient object segmentation based on context and shape prior	code
ICCV 2009	Learning to predict where humans look	code
ACMMM 2017	Fine-grained Discriminative Localization via Saliency-guided Faster R-CNN	code , pdf
ICIP 2013	How the Distribution of Salient Objects in Images Influences Salient Object Detection	code
TIP 2014	Self-adaptively Weighted Co-saliency Detection via Rank Constraint	code
ICME 2018	PDNet: Prior-model Guided Depth-enhanced Network for Salient Object Detection	code
TIP 2017	300 FPS Salient Object Detection via Minimum Directional Contrast	code
-	SALICON Saliency Evaluation	code
-	Saliency_Detection_Convolutional_Autoencoder	code
ICIMCS 2014	Depth Enhanced Saliency Detection Method	code
arXiv 2019	Adaptive Fusion for RGB-D Salient Object Detection	code , pdf
IJCV 2017	Salient Object Detection: A Discriminative Regional Feature Integration Approach	code , project, C++
QoMEX 2018	Hyperspectral Image Dataset for Benchmarking on Salient Object Detection	code
SPIC 2018	GBVS360, BMS360, ProSal: Extending existing saliency prediction models from 2D to omnidirectional images	code
ECCV 2014	Saliency in crowd	code
CVPR 2012	Saliency filters: Contrast based filtering for salient region detection	code
CVPR 2014 & TIP 2015	Object-based Multiple Foreground Video Co-segmentation via Multi-state Selection Graph	code
TIP 2016	Correspondence driven saliency transfer	code
ICCV 2013	Boolean Map Saliency	code, pdf
TNNLS 2016	Bottom-up Visual Saliency Estimation with Deep Autoencoder-based Sparse Reconstruction	code
CVPR 2017	Learning to Detect Salient Objects With Image-Level Supervision	code
IJCV 2018	Hierarchical Cellular Automata for Visual Saliency	code
CVPR 2019	DeepCO3: Deep Instance Co-segmentation by Co-peak Search and Co-saliency (Oral paper)	code
ICIP 2015	Visual Saliency by Extended Quantum Cuts	code
ICIP 2017	Saliency Detection by Forward and Backward Cues in Deep-CNN	code, pdf
ACMMM 2006	Visual Attention Detection in Video Sequences Using Spatiotemporal Cues (LC)	code, pdf
TIP 2015	Kernelized Saliency-Based Person Re-Identification Through Multiple Metric Learning	code, pdf
ICRA 2018	Visual Saliency-aware Receding Horizon Autonomous Exploration with Application to Aerial Robotics	code
ICUAVS 2010	Automatic Salient Object Detection In UAV Imagery	code
TVCG 2017	Saliency in VR: How do people explore virtual environments?	code
CVPR 2018	Revisiting Salient Object Detection: Simultaneous Detection, Ranking, and Subitizing of Multiple Salient Objects	code, pdf
ICIP 2019	Saliency Tubes: Visual Explanations for Spatio-Temporal Convolutions	code, pdf
-	VED100：A Video-Based Eye-Tracking Dataset on Visual Saliency Detection	code
ACM IST 2019	Exploiting the Value of the Center-dark Channel Prior for Salient Object Detection	code
CVPR 2019	Cascaded Partial Decoder for Fast and Accurate Salient Object Detection	code
CVPR 2017	Non-Local Deep Features for Salient Object Detection (NLDF)	tensorflow, pytorch
Lasted 15 end	-	code

Updated： 2019/05