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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 81–90 of 364 papers

Title	Date	Tasks	Status	Hype
Feature Hallucination for Self-supervised Action Recognition	Jun 25, 2025	Action RecognitionHallucination	—Unverified	0
Low-Rate Semantic Communication with Codebook-based Conditional Generative Models	Apr 7, 2025	Saliency DetectionSemantic Communication	—Unverified	0
Collaborative Temporal Consistency Learning for Point-supervised Natural Language Video Localization	Mar 22, 2025	Saliency DetectionSentence	—Unverified	0
A Deep Learning Framework for Visual Attention Prediction and Analysis of News Interfaces	Mar 21, 2025	Saliency DetectionSaliency Prediction	CodeCode Available	0
Copy-Move Detection in Optical Microscopy: A Segmentation Network and A Dataset	Dec 13, 2024	object-detectionObject Detection	CodeCode Available	0
AGSENet: A Robust Road Ponding Detection Method for Proactive Traffic Safety	Oct 22, 2024	Edge-computingSaliency Detection	—Unverified	0
VISTA: A Visual and Textual Attention Dataset for Interpreting Multimodal Models	Oct 6, 2024	Saliency Detection	—Unverified	0
Evaluating saliency scores in point clouds of natural environments by learning surface anomalies	Aug 26, 2024	Saliency Detection	—Unverified	0
Saliency Detection in Educational Videos: Analyzing the Performance of Current Models, Identifying Limitations and Advancement Directions	Aug 8, 2024	Information RetrievalSaliency Detection	—Unverified	0
AHMF: Adaptive Hybrid-Memory-Fusion Model for Driver Attention Prediction	Jul 24, 2024	Domain AdaptationDriver Attention Monitoring	—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