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Salient Object Detection

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 151–160 of 527 papers

Title	Date	Tasks	Status	Hype
Efficient Multimodal Semantic Segmentation via Dual-Prompt Learning	Dec 1, 2023	Decoderobject-detection	CodeCode Available	1
Explicit Attention-Enhanced Fusion for RGB-Thermal Perception Tasks	Mar 28, 2023	Crowd Countingobject-detection	CodeCode Available	1
Lightweight Salient Object Detection in Optical Remote-Sensing Images via Semantic Matching and Edge Alignment	Jan 7, 2023	Decoderobject-detection	CodeCode Available	1
DS-Net: Dynamic Spatiotemporal Network for Video Salient Object Detection	Dec 9, 2020	Decoderobject-detection	CodeCode Available	1
MambaSOD: Dual Mamba-Driven Cross-Modal Fusion Network for RGB-D Salient Object Detection	Oct 19, 2024	Mambaobject-detection	CodeCode Available	1
Learning Selective Mutual Attention and Contrast for RGB-D Saliency Detection	Oct 12, 2020	object-detectionObject Detection	CodeCode Available	1
Cascade Graph Neural Networks for RGB-D Salient Object Detection	Aug 7, 2020	Objectobject-detection	CodeCode Available	1
Dynamic Context-Sensitive Filtering Network for Video Salient Object Detection	Jan 1, 2021	object-detectionObject Detection	CodeCode Available	1
Multi-Content Complementation Network for Salient Object Detection in Optical Remote Sensing Images	Dec 2, 2021	Decoderobject-detection	CodeCode Available	1
RGB-D Salient Object Detection via 3D Convolutional Neural Networks	Jan 25, 2021	Decoderobject-detection	CodeCode Available	1

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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