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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 41–50 of 364 papers

Title	Date	Tasks	Status	Hype	Score
Densely Deformable Efficient Salient Object Detection Network	Feb 12, 2021	Objectobject-detection	CodeCode Available	1	5
A Weakly Supervised Learning Framework for Salient Object Detection via Hybrid Labels	Sep 7, 2022	object-detectionObject Detection	CodeCode Available	1	5
DFNet: Discriminative feature extraction and integration network for salient object detection	Apr 3, 2020	object-detectionObject Detection	CodeCode Available	1	5
Learning Selective Self-Mutual Attention for RGB-D Saliency Detection	Jun 1, 2020	DecoderRGB-D Salient Object Detection	CodeCode Available	1	5
Object Segmentation Without Labels with Large-Scale Generative Models	Jun 8, 2020	image-classificationImage Classification	CodeCode Available	1	5
DS-Net: Dynamic Spatiotemporal Network for Video Salient Object Detection	Dec 9, 2020	Decoderobject-detection	CodeCode Available	1	5
Exploring Rich and Efficient Spatial Temporal Interactions for Real Time Video Salient Object Detection	Aug 7, 2020	object-detectionObject Detection	CodeCode Available	1	5
Finding Visual Saliency in Continuous Spike Stream	Mar 10, 2024	Saliency Detection	CodeCode Available	1	5
Few-Cost Salient Object Detection with Adversarial-Paced Learning	Apr 5, 2021	Objectobject-detection	CodeCode Available	1	5
JIT-Masker: Efficient Online Distillation for Background Matting	Jun 11, 2020	GPUImage Matting	CodeCode Available	1	5

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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