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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

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 201–210 of 364 papers

Title	Date	Tasks	Status	Hype	Score
Non-rigid Object Tracking via Deep Multi-scale Spatial-temporal Discriminative Saliency Maps	Feb 22, 2018	ObjectObject Tracking	—Unverified	0	0
Context Proposals for Saliency Detection	Jun 27, 2018	Objectobject-detection	—Unverified	0	0
Object Discovery via Cohesion Measurement	Apr 28, 2017	ClusteringImage Segmentation	—Unverified	0	0
Context aware saliency map generation using semantic segmentation	Dec 31, 2017	General Classificationimage-classification	—Unverified	0	0
On the Distribution of Salient Objects in Web Images and its Influence on Salient Object Detection	Jan 10, 2015	Objectobject-detection	—Unverified	0	0
Orthogonal Decomposition Network for Pixel-Wise Binary Classification	Jun 1, 2019	Binary ClassificationClassification	—Unverified	0	0
Context-Aware Saliency Detection for Image Retargeting Using Convolutional Neural Networks	Oct 17, 2019	Image RetargetingSaliency Detection	—Unverified	0	0
Collaborative Temporal Consistency Learning for Point-supervised Natural Language Video Localization	Mar 22, 2025	Saliency DetectionSentence	—Unverified	0	0
A Fast and Compact Saliency Score Regression Network Based on Fully Convolutional Network	Feb 2, 2017	regressionSaliency Detection	—Unverified	0	0
Video Smoke Detection Based on Deep Saliency Network	Sep 8, 2018	Fire DetectionSaliency Detection	—Unverified	0	0

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All datasets DUT-OMRON HKU-IS CAT2000 DUTS-test ECSSD PASCAL Context PASCAL-S

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	UCF	MAE	0.12	—	Unverified
2	U2-Net+	MAE	0.06	—	Unverified
3	U2-Net	MAE	0.05	—	Unverified
4	LDF(ours)	MAE	0.05	—	Unverified
5	Pyramid Feature Attention	MAE	0.04	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	U2-Net+	MAE	0.04	—	Unverified
2	Pyramid Feature Attention	MAE	0.03	—	Unverified
3	LDF(ours)	MAE	0.03	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	SUM	AUC	0.89	—	Unverified
2	EYMOL	AUC	0.83	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Pyramid Feature Attention	MAE	0.04	—	Unverified
2	PFAN [zhao2019pyramid] (+) PRN	MAE	0.04	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Pyramid Feature Attention	MAE	0.03	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	InvPT	max_F1	84.81	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Pyramid Feature Attention	MAE	0.07	—	Unverified