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Salient Object Detection

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 311–320 of 527 papers

Title	Date	Tasks	Status	Hype
Multi-Source Uncertainty Mining for Deep Unsupervised Saliency Detection	Jan 1, 2022	Deep Learningobject-detection	—Unverified	0
Boosting RGB-D Saliency Detection by Leveraging Unlabeled RGB Images	Jan 1, 2022	Depth Estimationobject-detection	CodeCode Available	0
Semi-supervised Salient Object Detection with Effective Confidence Estimation	Dec 28, 2021	Objectobject-detection	—Unverified	0
Learning Generative Vision Transformer with Energy-Based Latent Space for Saliency Prediction	Dec 27, 2021	object-detectionObject Detection	—Unverified	0
a novel attention-based network for fast salient object detection	Dec 20, 2021	Objectobject-detection	—Unverified	0
Joint Semantic Mining for Weakly Supervised RGB-D Salient Object Detection	Dec 1, 2021	object-detectionObject Detection	CodeCode Available	0
A General Divergence Modeling Strategy for Salient Object Detection	Nov 23, 2021	Objectobject-detection	—Unverified	0
Addressing Multiple Salient Object Detection via Dual-Space Long-Range Dependencies	Nov 4, 2021	Decoderobject-detection	CodeCode Available	0
Video Salient Object Detection via Contrastive Features and Attention Modules	Nov 3, 2021	Contrastive LearningObject	—Unverified	0
C^4Net: Contextual Compression and Complementary Combination Network for Salient Object Detection	Oct 22, 2021	object-detectionObject Detection	—Unverified	0

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All datasets ECSSD PASCAL-S HKU-IS DUT-OMRON DUTS-TE SOD

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	SAM2-UNet	S-measure	0.95	—	Unverified
2	FOCUS	S-measure	0.94	—	Unverified
3	SelfReformer-Swin	S-measure	0.94	—	Unverified
4	EVPv2	S-measure	0.94	—	Unverified
5	SelfReformer	S-measure	0.94	—	Unverified
6	EVPv1	S-measure	0.94	—	Unverified
7	LDF(ours)	S-measure	0.92	—	Unverified
8	F3Net	S-measure	0.92	—	Unverified
9	RCSB	S-measure	0.92	—	Unverified
10	F3Net	S-measure	0.92	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	FOCUS	S-measure	0.9	—	Unverified
2	SAM2-UNet	S-measure	0.89	—	Unverified
3	EVPv2	S-measure	0.88	—	Unverified
4	EVPv1	S-measure	0.88	—	Unverified
5	SelfReformer-Swin	S-measure	0.88	—	Unverified
6	SelfReformer	S-measure	0.87	—	Unverified
7	LDF(ours)	S-measure	0.86	—	Unverified
8	RCSB	S-measure	0.85	—	Unverified
9	F3Net	S-measure	0.85	—	Unverified
10	F3Net	S-measure	0.83	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	SAM2-UNet	S-measure	0.94	—	Unverified
2	FOCUS	S-measure	0.94	—	Unverified
3	SelfReformer-Swin	S-measure	0.93	—	Unverified
4	EVPv1	S-measure	0.93	—	Unverified
5	SelfReformer	S-measure	0.93	—	Unverified
6	LDF	S-measure	0.92	—	Unverified
7	RCSB	S-measure	0.92	—	Unverified
8	F3Net	S-measure	0.92	—	Unverified
9	U2Net	MAE	0.03	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	SAM2-UNet	S-measure	0.88	—	Unverified
2	FOCUS	S-measure	0.87	—	Unverified
3	EVPv2	S-measure	0.86	—	Unverified
4	SelfReformer-Swin	S-measure	0.86	—	Unverified
5	SelfReformer	S-measure	0.86	—	Unverified
6	F3Net	S-measure	0.84	—	Unverified
7	LDF	S-measure	0.84	—	Unverified
8	RCSB	S-measure	0.82	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	SAM2-UNet	Smeasure	0.93	—	Unverified
2	FOCUS	Smeasure	0.93	—	Unverified
3	SelfReformer-Swin	Smeasure	0.92	—	Unverified
4	EVPv2	Smeasure	0.92	—	Unverified
5	SelfReformer	Smeasure	0.91	—	Unverified
6	LDF(ResNet-50)	Smeasure	0.89	—	Unverified
7	F3Net	Smeasure	0.89	—	Unverified
8	RCSB	Smeasure	0.88	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	U2-Net+	Fwβ	0.7	—	Unverified