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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 121–130 of 364 papers

Title	Date	Tasks	Status	Hype
Self-attention in Vision Transformers Performs Perceptual Grouping, Not Attention	Mar 2, 2023	Saliency Detection	—Unverified	0
HDR image watermarking using saliency detection and quantization index modulation	Feb 22, 2023	object-detectionObject Detection	—Unverified	0
HiDAnet: RGB-D Salient Object Detection via Hierarchical Depth Awareness	Jan 18, 2023	Decoderobject-detection	—Unverified	0
Rethinking Lightweight Salient Object Detection via Network Depth-Width Tradeoff	Jan 17, 2023	Decoderobject-detection	—Unverified	0
Co-Salient Object Detection With Uncertainty-Aware Group Exchange-Masking	Jan 1, 2023	Co-Salient Object DetectionDecoder	—Unverified	0
PatchRefineNet: Improving Binary Segmentation by Incorporating Signals from Optimal Patch-wise Binarization	Nov 12, 2022	BinarizationFew-Shot Semantic Segmentation	CodeCode Available	0
Point Cloud Quality Assessment using 3D Saliency Maps	Sep 30, 2022	Point Cloud Quality AssessmentSaliency Detection	—Unverified	0
Towards Stable Co-saliency Detection and Object Co-segmentation	Sep 25, 2022	ObjectSaliency Detection	—Unverified	0
TokenCut: Segmenting Objects in Images and Videos with Self-supervised Transformer and Normalized Cut	Sep 1, 2022	Object DiscoverySaliency Detection	—Unverified	0
A Unified Two-Stage Group Semantics Propagation and Contrastive Learning Network for Co-Saliency Detection	Aug 13, 2022	Contrastive LearningSaliency Detection	—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