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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 51–60 of 364 papers

Title	Date	Tasks	Status	Hype
HDR image watermarking using saliency detection and quantization index modulation	Feb 22, 2023	object-detectionObject Detection	—Unverified	0
HiDAnet: RGB-D Salient Object Detection via Hierarchical Depth Awareness	Jan 18, 2023	Decoderobject-detection	—Unverified	0
Rethinking Lightweight Salient Object Detection via Network Depth-Width Tradeoff	Jan 17, 2023	Decoderobject-detection	—Unverified	0
Co-Salient Object Detection With Uncertainty-Aware Group Exchange-Masking	Jan 1, 2023	Co-Salient Object DetectionDecoder	—Unverified	0
ScanDMM: A Deep Markov Model of Scanpath Prediction for 360deg Images	Jan 1, 2023	Image Quality AssessmentPrediction	CodeCode Available	1
TempSAL - Uncovering Temporal Information for Deep Saliency Prediction	Jan 1, 2023	ObjectObject Recognition	CodeCode Available	1
Temporal Saliency Detection Towards Explainable Transformer-based Timeseries Forecasting	Dec 15, 2022	DecoderSaliency Detection	CodeCode Available	1
Unsupervised Object Localization: Observing the Background to Discover Objects	Dec 15, 2022	Instance SegmentationObject	CodeCode Available	1
PatchRefineNet: Improving Binary Segmentation by Incorporating Signals from Optimal Patch-wise Binarization	Nov 12, 2022	BinarizationFew-Shot Semantic Segmentation	CodeCode Available	0
Point Cloud Quality Assessment using 3D Saliency Maps	Sep 30, 2022	Point Cloud Quality AssessmentSaliency 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