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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 91–100 of 364 papers

Title	Date	Tasks	Status	Hype
Multi-Source Uncertainty Mining for Deep Unsupervised Saliency Detection	Jan 1, 2022	Deep Learningobject-detection	—Unverified	0
Learning From Pixel-Level Noisy Label: A New Perspective for Light Field Saliency Detection	Jan 1, 2022	Saliency DetectionSaliency Prediction	CodeCode Available	1
Boosting RGB-D Saliency Detection by Leveraging Unlabeled RGB Images	Jan 1, 2022	Depth Estimationobject-detection	CodeCode Available	0
Weakly Supervised Visual-Auditory Fixation Prediction with Multigranularity Perception	Dec 27, 2021	Saliency DetectionVideo Saliency Detection	CodeCode Available	1
Uncertainty Estimation via Response Scaling for Pseudo-mask Noise Mitigation in Weakly-supervised Semantic Segmentation	Dec 14, 2021	Saliency DetectionSegmentation	CodeCode Available	1
ST-MTL: Spatio-Temporal Multitask Learning Model to Predict Scanpath While Tracking Instruments in Robotic Surgery	Dec 10, 2021	Computational EfficiencyMulti-Task Learning	CodeCode Available	0
SalFBNet: Learning Pseudo-Saliency Distribution via Feedback Convolutional Networks	Dec 7, 2021	Saliency Detection	CodeCode Available	1
MutualFormer: Multi-Modality Representation Learning via Cross-Diffusion Attention	Dec 2, 2021	Object DetectionRepresentation Learning	CodeCode Available	1
Transformer-based Network for RGB-D Saliency Detection	Dec 1, 2021	Saliency Detection	—Unverified	0
Joint Semantic Mining for Weakly Supervised RGB-D Salient Object Detection	Dec 1, 2021	object-detectionObject Detection	CodeCode Available	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