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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 101–110 of 364 papers

Title	Date	Tasks	Status	Hype
Learning to Detect Instance-level Salient Objects Using Complementary Image Labels	Nov 19, 2021	Boundary DetectionObject Localization	—Unverified	0
Saliency detection with moving camera via background model completion	Oct 30, 2021	Foreground SegmentationSaliency Detection	—Unverified	0
C^4Net: Contextual Compression and Complementary Combination Network for Salient Object Detection	Oct 22, 2021	object-detectionObject Detection	—Unverified	0
Saliency Detection via Global Context Enhanced Feature Fusion and Edge Weighted Loss	Oct 13, 2021	DecoderObject	—Unverified	0
Modality-Guided Subnetwork for Salient Object Detection	Oct 10, 2021	AttributeDepth Estimation	—Unverified	0
Light Field Saliency Detection with Dual Local Graph Learning andReciprocative Guidance	Oct 2, 2021	Graph LearningSaliency Detection	CodeCode Available	1
Summarize and Search: Learning Consensus-aware Dynamic Convolution for Co-Saliency Detection	Oct 1, 2021	Co-Salient Object DetectionSaliency Detection	CodeCode Available	1
Learning Background Invariance Improves Generalization and Robustness in Self-Supervised Learning on ImageNet and Beyond	Sep 28, 2021	Data AugmentationSaliency Detection	—Unverified	0
RGB-D Saliency Detection via Cascaded Mutual Information Minimization	Sep 15, 2021	Saliency DetectionThermal Image Segmentation	CodeCode Available	1
Reinforcement Learning Based Sparse Black-box Adversarial Attack on Video Recognition Models	Aug 29, 2021	Adversarial Attackreinforcement-learning	—Unverified	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