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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 71–80 of 364 papers

Title	Date	Tasks	Status	Hype
Asymmetric Two-Stream Architecture for Accurate RGB-D Saliency Detection	Aug 1, 2020	Saliency DetectionThermal Image Segmentation	CodeCode Available	1
Label Decoupling Framework for Salient Object Detection	Aug 25, 2020	Objectobject-detection	CodeCode Available	1
A Unified RGB-T Saliency Detection Benchmark: Dataset, Baselines, Analysis and A Novel Approach	Jan 11, 2017	Saliency Detection	CodeCode Available	1
Simultaneous Image-to-Zero and Zero-to-Noise: Diffusion Models with Analytical Image Attenuation	Jun 23, 2023	DenoisingEdge Detection	CodeCode Available	1
Reproduction of Lateral Inhibition-Inspired Convolutional Neural Network for Visual Attention and Saliency Detection	May 5, 2020	ObjectSaliency Detection	CodeCode Available	1
Deeply supervised salient object detection with short connections	Nov 15, 2016	Boundary DetectionObject	CodeCode Available	1
Learning Selective Self-Mutual Attention for RGB-D Saliency Detection	Jun 1, 2020	DecoderRGB-D Salient Object Detection	CodeCode Available	1
Leveraging Auxiliary Tasks with Affinity Learning for Weakly Supervised Semantic Segmentation	Jul 25, 2021	Auxiliary Learningimage-classification	CodeCode Available	1
A2dele: Adaptive and Attentive Depth Distiller for Efficient RGB-D Salient Object Detection	Jun 1, 2020	object-detectionObject Detection	CodeCode Available	1
Weakly Supervised Visual-Auditory Fixation Prediction with Multigranularity Perception	Dec 27, 2021	Saliency DetectionVideo Saliency Detection	CodeCode Available	1

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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