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Salient Object Detection

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 261–270 of 527 papers

Title	Date	Tasks	Status	Hype	Score
Spectrum-oriented Point-supervised Saliency Detector for Hyperspectral Images	Dec 24, 2024	object-detectionObject Detection	CodeCode Available	0	5
Motion Guided Attention for Video Salient Object Detection	Sep 16, 2019	Objectobject-detection	CodeCode Available	0	5
Salient Object Detection in the Deep Learning Era: An In-Depth Survey	Apr 19, 2019	AttributeObject	CodeCode Available	0	5
HSOD-BIT-V2: A New Challenging Benchmarkfor Hyperspectral Salient Object Detection	Mar 18, 2025	Objectobject-detection	CodeCode Available	0	5
Salient object detection on hyperspectral images using features learned from unsupervised segmentation task	Feb 28, 2019	ClusteringImage Segmentation	CodeCode Available	0	5
Boosting RGB-D Saliency Detection by Leveraging Unlabeled RGB Images	Jan 1, 2022	Depth Estimationobject-detection	CodeCode Available	0	5
Knowing Depth Quality In Advance: A Depth Quality Assessment Method For RGB-D Salient Object Detection	Aug 7, 2020	object-detectionObject Detection	CodeCode Available	0	5
MPI: Multi-receptive and Parallel Integration for Salient Object Detection	Aug 8, 2021	Objectobject-detection	CodeCode Available	0	5
Salient Object Detection via Dynamic Scale Routing	Oct 25, 2022	DecoderObject	CodeCode Available	0	5
Stacked Cross Refinement Network for Edge-Aware Salient Object Detection	Oct 1, 2019	AttributeEdge Detection	CodeCode Available	0	5

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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