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 301–325 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
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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