Salient Object Detection

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 401–425 of 527 papers

Title	Date	Tasks	Status	Hype
CapSal: Leveraging Captioning to Boost Semantics for Salient Object Detection	Jun 1, 2019	Image Captioningobject-detection	—Unverified	0
Contrast Prior and Fluid Pyramid Integration for RGBD Salient Object Detection	Jun 1, 2019	object-detectionObject Detection	CodeCode Available	0
BASNet: Boundary-Aware Salient Object Detection	Jun 1, 2019	Camouflaged Object SegmentationDecoder	CodeCode Available	1
A Mutual Learning Method for Salient Object Detection With Intertwined Multi-Supervision	Jun 1, 2019	Contour DetectionEdge Detection	CodeCode Available	0
Salient Object Detection With Pyramid Attention and Salient Edges	Jun 1, 2019	Edge DetectionGPU	—Unverified	0
Shifting More Attention to Video Salient Object Detection	Jun 1, 2019	Objectobject-detection	CodeCode Available	0
ROSA: Robust Salient Object Detection against Adversarial Attacks	May 9, 2019	Objectobject-detection	—Unverified	0
A Simple Pooling-Based Design for Real-Time Salient Object Detection	Apr 21, 2019	object-detectionObject Detection	CodeCode Available	1
Salient Object Detection in the Deep Learning Era: An In-Depth Survey	Apr 19, 2019	AttributeObject	CodeCode Available	0
Cascaded Partial Decoder for Fast and Accurate Salient Object Detection	Apr 18, 2019	Camouflaged Object SegmentationDecoder	CodeCode Available	0
Salient Object Detection: A Distinctive Feature Integration Model	Apr 18, 2019	Objectobject-detection	—Unverified	0
DSAL-GAN: Denoising based Saliency Prediction with Generative Adversarial Networks	Apr 2, 2019	DenoisingGenerative Adversarial Network	—Unverified	0
Res2Net: A New Multi-scale Backbone Architecture	Apr 2, 2019	Image ClassificationInstance Segmentation	CodeCode Available	1
SE2Net: Siamese Edge-Enhancement Network for Salient Object Detection	Mar 29, 2019	Objectobject-detection	CodeCode Available	0
DNA: Deeply-supervised Nonlinear Aggregation for Salient Object Detection	Mar 28, 2019	object-detectionObject Detection	CodeCode Available	0
SAC-Net: Spatial Attenuation Context for Salient Object Detection	Mar 25, 2019	Objectobject-detection	—Unverified	0
Salient object detection on hyperspectral images using features learned from unsupervised segmentation task	Feb 28, 2019	ClusteringImage Segmentation	CodeCode Available	0
Deep Reasoning with Multi-Scale Context for Salient Object Detection	Jan 24, 2019	object-detectionObject Detection	—Unverified	0
Salient Object Detection with Lossless Feature Reflection and Weighted Structural Loss	Jan 21, 2019	Objectobject-detection	—Unverified	0
Richer and Deeper Supervision Network for Salient Object Detection	Jan 8, 2019	Objectobject-detection	—Unverified	0
Adaptive Fusion for RGB-D Salient Object Detection	Jan 5, 2019	Objectobject-detection	CodeCode Available	0
Salient Object Detection via High-to-Low Hierarchical Context Aggregation	Dec 28, 2018	object-detectionObject Detection	—Unverified	0
Selectivity or Invariance: Boundary-aware Salient Object Detection	Dec 25, 2018	Objectobject-detection	—Unverified	0
PiCANet: Pixel-wise Contextual Attention Learning for Accurate Saliency Detection	Dec 15, 2018	object-detectionObject Detection	CodeCode Available	0
Quality-Aware Multimodal Saliency Detection via Deep Reinforcement Learning	Nov 27, 2018	Decision MakingDecoder	—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	EVPv1	S-measure	0.94	—	Unverified
5	EVPv2	S-measure	0.94	—	Unverified
6	SelfReformer	S-measure	0.94	—	Unverified
7	F3Net	S-measure	0.92	—	Unverified
8	LDF(ours)	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	F3Net	S-measure	0.85	—	Unverified
9	RCSB	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	LDF	S-measure	0.84	—	Unverified
7	F3Net	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