SOTAVerified

Saliency Detection

Saliency Detection is a preprocessing step in computer vision which aims at finding salient objects in an image.

Source: An Unsupervised Game-Theoretic Approach to Saliency Detection

Papers

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Showing 301–350 of 364 papers

TitleStatusHype
Supervised Saliency Map Driven Segmentation of the Lesions in Dermoscopic ImagesCode0
A Fast and Compact Saliency Score Regression Network Based on Fully Convolutional Network—0
Quantitative Analysis of Automatic Image Cropping Algorithms: A Dataset and Comparative StudyCode0
Multi-Scale Saliency Detection using Dictionary Learning—0
When Saliency Meets Sentiment: Understanding How Image Content Invokes Emotion and Sentiment—0
A Deep Spatial Contextual Long-term Recurrent Convolutional Network for Saliency DetectionCode0
Visual Saliency Detection Based on Multiscale Deep CNN FeaturesCode0
Edge Preserving and Multi-Scale Contextual Neural Network for Salient Object Detection—0
Deeply-Supervised Recurrent Convolutional Neural Network for Saliency Detection—0
Saliency Detection via Combining Region-Level and Pixel-Level Predictions with CNNs—0
RGBD Salient Object Detection via Deep Fusion—0
Exemplar-Driven Top-Down Saliency Detection via Deep Association—0
Saliency Guided Dictionary Learning for Weakly-Supervised Image Parsing—0
GraB: Visual Saliency via Novel Graph Model and Background Priors—0
Quantitative Analysis of Saliency Models—0
Visual Saliency Based on Scale-Space Analysis in the Frequency Domain—0
WEPSAM: Weakly Pre-Learnt Saliency Model—0
A Review of Co-saliency Detection Technique: Fundamentals, Applications, and Challenges—0
Deep Saliency with Encoded Low level Distance Map and High Level FeaturesCode0
Visual saliency detection: a Kalman filter based approach—0
Recurrent Attentional Networks for Saliency Detection—0
Saliency Detection with Spaces of Background-based Distribution—0
Saliency Detection for Improving Object Proposals—0
Saliency Detection combining Multi-layer Integration algorithm with background prior and energy function—0
A Deep Learning Based Fast Image Saliency Detection Algorithm—0
Cluster-Based Point Set Saliency—0
A Self-Paced Multiple-Instance Learning Framework for Co-Saliency Detection—0
Adaptive Exponential Smoothing for Online Filtering of Pixel Prediction Maps—0
Learning to Predict Saliency on Face Images—0
Exploiting Egocentric Object Prior for 3D Saliency Detection—0
DeepSaliency: Multi-Task Deep Neural Network Model for Salient Object Detection—0
LooseCut: Interactive Image Segmentation with Loosely Bounded Boxes—0
Towards Effective Codebookless Model for Image Classification—0
Saliency Detection via Cellular Automata—0
Co-Saliency Detection via Looking Deep and Wide—0
Salient Object Detection via Bootstrap Learning—0
Saliency Propagation From Simple to Difficult—0
A Weighted Sparse Coding Framework for Saliency Detection—0
Saliency Detection by Multi-Context Deep Learning—0
Robust Saliency Detection via Regularized Random Walks Ranking—0
Deep Networks for Saliency Detection via Local Estimation and Global Search—0
Encoding Based Saliency Detection for Videos and Images—0
Inner and Inter Label Propagation: Salient Object Detection in the WildCode0
PISA: Pixelwise Image Saliency by Aggregating Complementary Appearance Contrast Measures with Edge-Preserving Coherence—0
Deep Learning for Object Saliency Detection and Image Segmentation—0
Unsupervised Video Analysis Based on a Spatiotemporal Saliency Detector—0
Improved Image Deblurring based on Salient-region Segmentation—0
On the Distribution of Salient Objects in Web Images and its Influence on Salient Object Detection—0
What is a salient object? A dataset and a baseline model for salient object detection—0
Unsupervised Neural Architecture for Saliency Detection: Extended Version—0
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All datasetsDUT-OMRONHKU-ISCAT2000DUTS-testECSSDPASCAL ContextPASCAL-S

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1UCFMAE0.12—Unverified
2U2-Net+MAE0.06—Unverified
3U2-NetMAE0.05—Unverified
4LDF(ours)MAE0.05—Unverified
5Pyramid Feature AttentionMAE0.04—Unverified
#ModelMetricClaimedVerifiedStatus
1U2-Net+MAE0.04—Unverified
2Pyramid Feature AttentionMAE0.03—Unverified
3LDF(ours)MAE0.03—Unverified
#ModelMetricClaimedVerifiedStatus
1SUMAUC0.89—Unverified
2EYMOLAUC0.83—Unverified
#ModelMetricClaimedVerifiedStatus
1Pyramid Feature AttentionMAE0.04—Unverified
2PFAN [zhao2019pyramid] (+) PRNMAE0.04—Unverified
#ModelMetricClaimedVerifiedStatus
1Pyramid Feature AttentionMAE0.03—Unverified
#ModelMetricClaimedVerifiedStatus
1InvPTmax_F184.81—Unverified
#ModelMetricClaimedVerifiedStatus
1Pyramid Feature AttentionMAE0.07—Unverified