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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 1–10 of 364 papers

Title	Date	Tasks	Status	Hype
U^2-Net: Going Deeper with Nested U-Structure for Salient Object Detection	May 18, 2020	Dichotomous Image SegmentationGPU	CodeCode Available	3
SUM: Saliency Unification through Mamba for Visual Attention Modeling	Jun 25, 2024	MambaMarketing	CodeCode Available	2
InvPT: Inverted Pyramid Multi-task Transformer for Dense Scene Understanding	Mar 15, 2022	Boundary DetectionHuman Parsing	CodeCode Available	2
A Unified Transformer Framework for Group-based Segmentation: Co-Segmentation, Co-Saliency Detection and Video Salient Object Detection	Mar 9, 2022	Co-Salient Object Detectionobject-detection	CodeCode Available	2
Self-Supervised Transformers for Unsupervised Object Discovery using Normalized Cut	Feb 23, 2022	Objectobject-detection	CodeCode Available	2
Unlocking Comics: The AI4VA Dataset for Visual Understanding	Oct 27, 2024	Depth EstimationSaliency Detection	CodeCode Available	1
AIM 2024 Challenge on Video Saliency Prediction: Methods and Results	Sep 23, 2024	Saliency DetectionSaliency Prediction	CodeCode Available	1
Learning Adaptive Fusion Bank for Multi-modal Salient Object Detection	Jun 3, 2024	object-detectionObject Detection	CodeCode Available	1
Finding Visual Saliency in Continuous Spike Stream	Mar 10, 2024	Saliency Detection	CodeCode Available	1
SAMF: Small-Area-Aware Multi-focus Image Fusion for Object Detection	Jan 16, 2024	Multi Focus Image Fusionobject-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