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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 151–160 of 364 papers

Title	Date	Tasks	Status	Hype
Exploring Rich and Efficient Spatial Temporal Interactions for Real Time Video Salient Object Detection	Aug 7, 2020	object-detectionObject Detection	CodeCode Available	1
Implicit Saliency in Deep Neural Networks	Aug 4, 2020	Saliency Detection	—Unverified	0
A Plug-and-play Scheme to Adapt Image Saliency Deep Model for Video Data	Aug 2, 2020	Saliency DetectionVideo Saliency Detection	CodeCode Available	0
Asymmetric Two-Stream Architecture for Accurate RGB-D Saliency Detection	Aug 1, 2020	Saliency DetectionThermal Image Segmentation	CodeCode Available	1
Online Visual Place Recognition via Saliency Re-identification	Jul 29, 2020	Autonomous DrivingRobot Navigation	CodeCode Available	1
Learning Noise-Aware Encoder-Decoder from Noisy Labels by Alternating Back-Propagation for Saliency Detection	Jul 23, 2020	DecoderSaliency Detection	—Unverified	0
Accurate RGB-D Salient Object Detection via Collaborative Learning	Jul 23, 2020	Objectobject-detection	CodeCode Available	1
Synergistic saliency and depth prediction for RGB-D saliency detection	Jul 3, 2020	Depth EstimationDepth Prediction	—Unverified	0
JIT-Masker: Efficient Online Distillation for Background Matting	Jun 11, 2020	GPUImage Matting	CodeCode Available	1
Object Segmentation Without Labels with Large-Scale Generative Models	Jun 8, 2020	image-classificationImage Classification	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