Salient Object Detection

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 301–325 of 527 papers

Title	Date	Tasks	Status
Global-and-Local Collaborative Learning for Co-Salient Object Detection	Apr 19, 2022	8kCo-Salient Object Detection	CodeCode Available
Automated Design of Salient Object Detection Algorithms with Brain Programming	Apr 7, 2022	Image Segmentationobject-detection	—Unverified
GroupTransNet: Group Transformer Network for RGB-D Salient Object Detection	Mar 21, 2022	object-detectionObject Detection	—Unverified
End-to-End Human-Gaze-Target Detection with Transformers	Mar 20, 2022	Gaze Predictionobject-detection	—Unverified
DFTR: Depth-supervised Fusion Transformer for Salient Object Detection	Mar 12, 2022	BenchmarkingObject	—Unverified
3SD: Self-Supervised Saliency Detection With No Labels	Mar 9, 2022	ClassificationContrastive Learning	CodeCode Available
Semantic Distillation Guided Salient Object Detection	Mar 8, 2022	Image CaptioningObject	—Unverified
Disentangle Saliency Detection into Cascaded Detail Modeling and Body Filling	Feb 8, 2022	object-detectionObject Detection	—Unverified
Multi-Scale Iterative Refinement Network for RGB-D Salient Object Detection	Jan 24, 2022	Objectobject-detection	—Unverified
Salient Object Detection by LTP Texture Characterization on Opposing Color Pairs under SLICO Superpixel Constraint	Jan 3, 2022	object-detectionObject Detection	—Unverified
Multi-Source Uncertainty Mining for Deep Unsupervised Saliency Detection	Jan 1, 2022	Deep Learningobject-detection	—Unverified
Boosting RGB-D Saliency Detection by Leveraging Unlabeled RGB Images	Jan 1, 2022	Depth Estimationobject-detection	CodeCode Available
Semi-supervised Salient Object Detection with Effective Confidence Estimation	Dec 28, 2021	Objectobject-detection	—Unverified
Learning Generative Vision Transformer with Energy-Based Latent Space for Saliency Prediction	Dec 27, 2021	object-detectionObject Detection	—Unverified
a novel attention-based network for fast salient object detection	Dec 20, 2021	Objectobject-detection	—Unverified
Joint Semantic Mining for Weakly Supervised RGB-D Salient Object Detection	Dec 1, 2021	object-detectionObject Detection	CodeCode Available
A General Divergence Modeling Strategy for Salient Object Detection	Nov 23, 2021	Objectobject-detection	—Unverified
Addressing Multiple Salient Object Detection via Dual-Space Long-Range Dependencies	Nov 4, 2021	Decoderobject-detection	CodeCode Available
Video Salient Object Detection via Contrastive Features and Attention Modules	Nov 3, 2021	Contrastive LearningObject	—Unverified
C^4Net: Contextual Compression and Complementary Combination Network for Salient Object Detection	Oct 22, 2021	object-detectionObject Detection	—Unverified
LC3Net: Ladder context correlation complementary network for salient object detection	Oct 21, 2021	DecoderDiversity	—Unverified
Receptive Field Broadening and Boosting for Salient Object Detection	Oct 15, 2021	Objectobject-detection	—Unverified
Saliency Detection via Global Context Enhanced Feature Fusion and Edge Weighted Loss	Oct 13, 2021	DecoderObject	—Unverified
Modality-Guided Subnetwork for Salient Object Detection	Oct 10, 2021	AttributeDepth Estimation	—Unverified
M2RNet: Multi-modal and Multi-scale Refined Network for RGB-D Salient Object Detection	Sep 16, 2021	object-detectionObject Detection	—Unverified

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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