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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 351–364 of 364 papers

Title	Date	Tasks	Status	Hype	Score
DeepSaliency: Multi-Task Deep Neural Network Model for Salient Object Detection	Oct 19, 2015	Image SegmentationMulti-Task Learning	—Unverified	0	0
Generating Diversified Comments via Reader-Aware Topic Modeling and Saliency Detection	Feb 13, 2021	ArticlesClustering	—Unverified	0	0
Geodesic-based Salient Object Detection	Feb 26, 2013	Objectobject-detection	—Unverified	0	0
Global and Local Sensitivity Guided Key Salient Object Re-augmentation for Video Saliency Detection	Nov 19, 2018	Decision Makingfeature selection	—Unverified	0	0
Global Context Aggregation Network for Lightweight Saliency Detection of Surface Defects	Sep 22, 2023	DecoderDefect Detection	—Unverified	0	0
GraB: Visual Saliency via Novel Graph Model and Background Priors	Jun 1, 2016	Saliency DetectionSuperpixels	—Unverified	0	0
Deep Reasoning with Multi-Scale Context for Salient Object Detection	Jan 24, 2019	object-detectionObject Detection	—Unverified	0	0
Graph-Theoretic Spatiotemporal Context Modeling for Video Saliency Detection	Jul 25, 2017	Saliency DetectionVideo Saliency Detection	—Unverified	0	0
An End-to-End Network for Co-Saliency Detection in One Single Image	Oct 25, 2019	ClusteringCo-Salient Object Detection	—Unverified	0	0
GreenSaliency: A Lightweight and Efficient Image Saliency Detection Method	Mar 30, 2024	Saliency DetectionSaliency Prediction	—Unverified	0	0
Group-wise Deep Co-saliency Detection	Jul 24, 2017	Co-Salient Object DetectionObject Discovery	—Unverified	0	0
GSBIQA: Green Saliency-guided Blind Image Quality Assessment Method	Jul 8, 2024	Blind Image Quality AssessmentImage Quality Assessment	—Unverified	0	0
HEAP: Unsupervised Object Discovery and Localization with Contrastive Grouping	Dec 29, 2023	ObjectObject Discovery	—Unverified	0	0
HiDAnet: RGB-D Salient Object Detection via Hierarchical Depth Awareness	Jan 18, 2023	Decoderobject-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