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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 251–260 of 364 papers

Title	Date	Tasks	Status	Hype
Unsupervised Video Analysis Based on a Spatiotemporal Saliency Detector	Mar 24, 2015	Anomaly DetectionForeground Segmentation	—Unverified	0
Video Saliency Detection by 3D Convolutional Neural Networks	Jul 12, 2018	Objectobject-detection	—Unverified	0
Video Smoke Detection Based on Deep Saliency Network	Sep 8, 2018	Fire DetectionSaliency Detection	—Unverified	0
Viewport Prediction for Volumetric Video Streaming by Exploring Video Saliency and Trajectory Information	Nov 28, 2023	Mixed RealityPrediction	—Unverified	0
ViS-HuD: Using Visual Saliency to Improve Human Detection with Convolutional Neural Networks	Feb 21, 2018	Human Detectionimage-classification	—Unverified	0
VISTA: A Visual and Textual Attention Dataset for Interpreting Multimodal Models	Oct 6, 2024	Saliency Detection	—Unverified	0
Visual Saliency Based on Scale-Space Analysis in the Frequency Domain	May 6, 2016	Saliency DetectionVideo Saliency Detection	—Unverified	0
Visual saliency detection: a Kalman filter based approach	Apr 17, 2016	Saliency DetectionSaliency Prediction	—Unverified	0
Visual Saliency Detection in Advanced Driver Assistance Systems	Jul 26, 2023	Photoplethysmography (PPG)Saliency Detection	—Unverified	0
Salient Instance Segmentation with Region and Box-level Annotations	Aug 19, 2020	Instance Segmentationobject-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