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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 231–240 of 364 papers

Title	Date	Tasks	Status	Hype	Score
Boosting Object Recognition in Point Clouds by Saliency Detection	Nov 6, 2019	Object RecognitionSaliency Detection	—Unverified	0	0
Residual Spatial Fusion Network for RGB-Thermal Semantic Segmentation	Jun 17, 2023	Autonomous DrivingSaliency Detection	—Unverified	0	0
Rethinking Lightweight Salient Object Detection via Network Depth-Width Tradeoff	Jan 17, 2023	Decoderobject-detection	—Unverified	0	0
Review of Visual Saliency Detection with Comprehensive Information	Mar 9, 2018	Co-Salient Object DetectionSaliency Detection	—Unverified	0	0
VISTA: A Visual and Textual Attention Dataset for Interpreting Multimodal Models	Oct 6, 2024	Saliency Detection	—Unverified	0	0
Bio-inspired visual attention for silicon retinas based on spiking neural networks applied to pattern classification	May 31, 2021	Saliency Detection	—Unverified	0	0
RGB-D Salient Object Detection Based on Discriminative Cross-modal Transfer Learning	Mar 1, 2017	object-detectionObject Detection	—Unverified	0	0
RGBD Salient Object Detection via Deep Fusion	Jul 12, 2016	Objectobject-detection	—Unverified	0	0
RGB Guided ToF Imaging System: A Survey of Deep Learning-based Methods	May 16, 2024	Depth CompletionFace Anti-Spoofing	—Unverified	0	0
Benchmark 3D eye-tracking dataset for visual saliency prediction on stereoscopic 3D video	Mar 13, 2018	Saliency DetectionSaliency Prediction	—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