Salient Object Detection

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 226–250 of 527 papers

Title	Date	Tasks	Status	Hype
MutualFormer: Multi-Modality Representation Learning via Cross-Diffusion Attention	Dec 2, 2021	Object DetectionRepresentation Learning	CodeCode Available	1
Joint Semantic Mining for Weakly Supervised RGB-D Salient Object Detection	Dec 1, 2021	object-detectionObject Detection	CodeCode Available	0
A General Divergence Modeling Strategy for Salient Object Detection	Nov 23, 2021	Objectobject-detection	—Unverified	0
Addressing Multiple Salient Object Detection via Dual-Space Long-Range Dependencies	Nov 4, 2021	Decoderobject-detection	CodeCode Available	0
Video Salient Object Detection via Contrastive Features and Attention Modules	Nov 3, 2021	Contrastive LearningObject	—Unverified	0
RRNet: Relational Reasoning Network with Parallel Multi-scale Attention for Salient Object Detection in Optical Remote Sensing Images	Oct 27, 2021	object-detectionObject Detection	CodeCode Available	1
C^4Net: Contextual Compression and Complementary Combination Network for Salient Object Detection	Oct 22, 2021	object-detectionObject Detection	—Unverified	0
LC3Net: Ladder context correlation complementary network for salient object detection	Oct 21, 2021	DecoderDiversity	—Unverified	0
Receptive Field Broadening and Boosting for Salient Object Detection	Oct 15, 2021	Objectobject-detection	—Unverified	0
Saliency Detection via Global Context Enhanced Feature Fusion and Edge Weighted Loss	Oct 13, 2021	DecoderObject	—Unverified	0
Modality-Guided Subnetwork for Salient Object Detection	Oct 10, 2021	AttributeDepth Estimation	—Unverified	0
M2RNet: Multi-modal and Multi-scale Refined Network for RGB-D Salient Object Detection	Sep 16, 2021	object-detectionObject Detection	—Unverified	0
ACFNet: Adaptively-Cooperative Fusion Network for RGB-D Salient Object Detection	Sep 10, 2021	object-detectionObject Detection	—Unverified	0
RGB-D Salient Object Detection with Ubiquitous Target Awareness	Sep 8, 2021	Objectobject-detection	—Unverified	0
To be Critical: Self-Calibrated Weakly Supervised Learning for Salient Object Detection	Sep 4, 2021	object-detectionObject Detection	—Unverified	0
Multi-scale Edge-based U-shape Network for Salient Object Detection	Aug 21, 2021	DecoderObject	CodeCode Available	1
Specificity-preserving RGB-D Saliency Detection	Aug 18, 2021	Decoderobject-detection	CodeCode Available	1
Boosting Salient Object Detection with Transformer-based Asymmetric Bilateral U-Net	Aug 17, 2021	DecoderObject	CodeCode Available	0
Modal-Adaptive Gated Recoding Network for RGB-D Salient Object Detection	Aug 13, 2021	Decoderobject-detection	—Unverified	0
Multi-Source Fusion and Automatic Predictor Selection for Zero-Shot Video Object Segmentation	Aug 11, 2021	Depth EstimationObject	CodeCode Available	1
TriTransNet: RGB-D Salient Object Detection with a Triplet Transformer Embedding Network	Aug 9, 2021	DecoderObject	CodeCode Available	1
MPI: Multi-receptive and Parallel Integration for Salient Object Detection	Aug 8, 2021	Objectobject-detection	CodeCode Available	0
Disentangled High Quality Salient Object Detection	Aug 8, 2021	GPUObject	CodeCode Available	1
Full-Duplex Strategy for Video Object Segmentation	Aug 6, 2021	ObjectObject Detection	CodeCode Available	1
Unifying Global-Local Representations in Salient Object Detection with Transformer	Aug 5, 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