Salient Object Detection

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 426–450 of 527 papers

Title	Date	Tasks	Status
What Is and What Is Not a Salient Object? Learning Salient Object Detector by Ensembling Linear Exemplar Regressors	Jul 1, 2017	Objectobject-detection	—Unverified
What is a salient object? A dataset and a baseline model for salient object detection	Dec 8, 2014	Objectobject-detection	—Unverified
Cascaded Partial Decoder for Fast and Accurate Salient Object Detection	Apr 18, 2019	Camouflaged Object SegmentationDecoder	CodeCode Available
Global-and-Local Collaborative Learning for Co-Salient Object Detection	Apr 19, 2022	8kCo-Salient Object Detection	CodeCode Available
Self-supervised co-salient object detection via feature correspondence at multiple scales	Mar 17, 2024	Co-Salient Object Detectionobject-detection	CodeCode Available
FLIM-based Salient Object Detection Networks with Adaptive Decoders	Apr 29, 2025	object-detectionObject Detection	CodeCode Available
Exploring Driving-aware Salient Object Detection via Knowledge Transfer	May 18, 2021	Objectobject-detection	CodeCode Available
Boosting Salient Object Detection with Transformer-based Asymmetric Bilateral U-Net	Aug 17, 2021	DecoderObject	CodeCode Available
Adaptive Low Rank Adaptation of Segment Anything to Salient Object Detection	Aug 10, 2023	Objectobject-detection	CodeCode Available
Boosting RGB-D Saliency Detection by Leveraging Unlabeled RGB Images	Jan 1, 2022	Depth Estimationobject-detection	CodeCode Available
Semi-Supervised Video Salient Object Detection Using Pseudo-Labels	Aug 12, 2019	object-detectionRGB Salient Object Detection	CodeCode Available
Attentive Feedback Network for Boundary-Aware Salient Object Detection	Jun 1, 2019	Objectobject-detection	CodeCode Available
Progressive Self-Guided Loss for Salient Object Detection	Jan 7, 2021	Objectobject-detection	CodeCode Available
Real-Time Salient Object Detection With a Minimum Spanning Tree	Jun 1, 2016	Objectobject-detection	CodeCode Available
Attention Guided Network for Salient Object Detection in Optical Remote Sensing Images	Jul 5, 2022	object-detectionObject Detection	CodeCode Available
Progressively Complementarity-Aware Fusion Network for RGB-D Salient Object Detection	Jun 1, 2018	object-detectionObject Detection	CodeCode Available
Progressive Feature Polishing Network for Salient Object Detection	Nov 14, 2019	Objectobject-detection	CodeCode Available
Recursive Multi-model Complementary Deep Fusion forRobust Salient Object Detection via Parallel Sub Networks	Aug 7, 2020	Diversityobject-detection	CodeCode Available
SHD360: A Benchmark Dataset for Salient Human Detection in 360° Videos	May 24, 2021	Human DetectionHuman-Object Interaction Detection	CodeCode Available
Shifting More Attention to Video Salient Object Detection	Jun 1, 2019	Objectobject-detection	CodeCode Available
Progressive Attention Guided Recurrent Network for Salient Object Detection	Jun 1, 2018	Objectobject-detection	CodeCode Available
Evaluating Salient Object Detection in Natural Images with Multiple Objects having Multi-level Saliency	Mar 19, 2020	Objectobject-detection	CodeCode Available
Point-aware Interaction and CNN-induced Refinement Network for RGB-D Salient Object Detection	Aug 17, 2023	object-detectionObject Detection	CodeCode Available
Pixels, Regions, and Objects: Multiple Enhancement for Salient Object Detection	Jan 1, 2023	Decoderobject-detection	CodeCode Available
ViDSOD-100: A New Dataset and a Baseline Model for RGB-D Video Salient Object Detection	Jun 18, 2024	object-detectionObject Detection	CodeCode Available

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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