Saliency Detection

Saliency Detection is a preprocessing step in computer vision which aims at finding salient objects in an image.

Source: An Unsupervised Game-Theoretic Approach to Saliency Detection

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 51–75 of 364 papers

Title	Date	Tasks	Status	Hype
Robust RGB-D Fusion for Saliency Detection	Aug 2, 2022	Saliency Detection	CodeCode Available	1
CAGNet: Content-Aware Guidance for Salient Object Detection	Nov 29, 2019	Objectobject-detection	CodeCode Available	1
SAMF: Small-Area-Aware Multi-focus Image Fusion for Object Detection	Jan 16, 2024	Multi Focus Image Fusionobject-detection	CodeCode Available	1
Sanity Checks for Saliency Maps	Oct 8, 2018	Edge DetectionSaliency Detection	CodeCode Available	1
Densely Deformable Efficient Salient Object Detection Network	Feb 12, 2021	Objectobject-detection	CodeCode Available	1
Deep RGB-D Saliency Detection with Depth-Sensitive Attention and Automatic Multi-Modal Fusion	Mar 22, 2021	object-detectionObject Detection	CodeCode Available	1
Few-Cost Salient Object Detection with Adversarial-Paced Learning	Apr 5, 2021	Objectobject-detection	CodeCode Available	1
Summarize and Search: Learning Consensus-aware Dynamic Convolution for Co-Saliency Detection	Oct 1, 2021	Co-Salient Object DetectionSaliency Detection	CodeCode Available	1
ConCL: Concept Contrastive Learning for Dense Prediction Pre-training in Pathology Images	Jul 14, 2022	Contrastive LearningSaliency Detection	CodeCode Available	1
Time-Series Anomaly Detection Service at Microsoft	Jun 10, 2019	Anomaly DetectionSaliency Detection	CodeCode Available	1
Learning Selective Self-Mutual Attention for RGB-D Saliency Detection	Jun 1, 2020	DecoderRGB-D Salient Object Detection	CodeCode Available	1
UC-Net: Uncertainty Inspired RGB-D Saliency Detection via Conditional Variational Autoencoders	Apr 13, 2020	RGB-D Salient Object DetectionSaliency Detection	CodeCode Available	1
Pyramid Feature Attention Network for Saliency detection	Mar 1, 2019	Saliency Detection	CodeCode Available	1
Deeply supervised salient object detection with short connections	Nov 15, 2016	Boundary DetectionObject	CodeCode Available	1
DFNet: Discriminative feature extraction and integration network for salient object detection	Apr 3, 2020	object-detectionObject Detection	CodeCode Available	1
DS-Net: Dynamic Spatiotemporal Network for Video Salient Object Detection	Dec 9, 2020	Decoderobject-detection	CodeCode Available	1
ASOD60K: An Audio-Induced Salient Object Detection Dataset for Panoramic Videos	Jul 24, 2021	4kObject	CodeCode Available	1
Finding Visual Saliency in Continuous Spike Stream	Mar 10, 2024	Saliency Detection	CodeCode Available	1
AIM 2024 Challenge on Video Saliency Prediction: Methods and Results	Sep 23, 2024	Saliency DetectionSaliency Prediction	CodeCode Available	1
Gradient-Induced Co-Saliency Detection	Apr 28, 2020	Co-Salient Object DetectionSaliency Detection	CodeCode Available	1
Asymmetric Two-Stream Architecture for Accurate RGB-D Saliency Detection	Aug 1, 2020	Saliency DetectionThermal Image Segmentation	CodeCode Available	1
JIT-Masker: Efficient Online Distillation for Background Matting	Jun 11, 2020	GPUImage Matting	CodeCode Available	1
A Unified RGB-T Saliency Detection Benchmark: Dataset, Baselines, Analysis and A Novel Approach	Jan 11, 2017	Saliency Detection	CodeCode Available	1
Simultaneous Image-to-Zero and Zero-to-Noise: Diffusion Models with Analytical Image Attenuation	Jun 23, 2023	DenoisingEdge Detection	CodeCode Available	1
Unsupervised Object Localization: Observing the Background to Discover Objects	Dec 15, 2022	Instance SegmentationObject	CodeCode Available	1

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All datasets DUT-OMRON HKU-IS CAT2000 DUTS-test ECSSD PASCAL Context PASCAL-S

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	UCF	MAE	0.12	—	Unverified
2	U2-Net+	MAE	0.06	—	Unverified
3	U2-Net	MAE	0.05	—	Unverified
4	LDF(ours)	MAE	0.05	—	Unverified
5	Pyramid Feature Attention	MAE	0.04	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	U2-Net+	MAE	0.04	—	Unverified
2	Pyramid Feature Attention	MAE	0.03	—	Unverified
3	LDF(ours)	MAE	0.03	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	SUM	AUC	0.89	—	Unverified
2	EYMOL	AUC	0.83	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Pyramid Feature Attention	MAE	0.04	—	Unverified
2	PFAN [zhao2019pyramid] (+) PRN	MAE	0.04	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Pyramid Feature Attention	MAE	0.03	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	InvPT	max_F1	84.81	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Pyramid Feature Attention	MAE	0.07	—	Unverified