SOTAVerified

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

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Showing 1–50 of 364 papers

TitleStatusHype
U^2-Net: Going Deeper with Nested U-Structure for Salient Object DetectionCode3
SUM: Saliency Unification through Mamba for Visual Attention ModelingCode2
Self-Supervised Transformers for Unsupervised Object Discovery using Normalized CutCode2
A Unified Transformer Framework for Group-based Segmentation: Co-Segmentation, Co-Saliency Detection and Video Salient Object DetectionCode2
InvPT: Inverted Pyramid Multi-task Transformer for Dense Scene UnderstandingCode2
Pyramid Grafting Network for One-Stage High Resolution Saliency DetectionCode1
Panoramic Vision Transformer for Saliency Detection in 360° VideosCode1
Railroad is not a Train: Saliency as Pseudo-pixel Supervision for Weakly Supervised Semantic SegmentationCode1
Light Field Salient Object Detection: A Review and BenchmarkCode1
Learning Selective Mutual Attention and Contrast for RGB-D Saliency DetectionCode1
Online Visual Place Recognition via Saliency Re-identificationCode1
P2T: Pyramid Pooling Transformer for Scene UnderstandingCode1
Temporal Saliency Detection Towards Explainable Transformer-based Timeseries ForecastingCode1
Pyramid Feature Attention Network for Saliency detectionCode1
Can You Spot the Chameleon? Adversarially Camouflaging Images from Co-Salient Object DetectionCode1
Label Decoupling Framework for Salient Object DetectionCode1
Joint Correcting and Refinement for Balanced Low-Light Image EnhancementCode1
Learning Adaptive Fusion Bank for Multi-modal Salient Object DetectionCode1
Deep RGB-D Saliency Detection with Depth-Sensitive Attention and Automatic Multi-Modal FusionCode1
Learning From Pixel-Level Noisy Label: A New Perspective for Light Field Saliency DetectionCode1
Leveraging Auxiliary Tasks with Affinity Learning for Weakly Supervised Semantic SegmentationCode1
Light Field Saliency Detection with Dual Local Graph Learning andReciprocative GuidanceCode1
Interactive Two-Stream Decoder for Accurate and Fast Saliency DetectionCode1
NPF-200: A Multi-Modal Eye Fixation Dataset and Method for Non-Photorealistic VideosCode1
Gradient-Induced Co-Saliency DetectionCode1
From Semantic Categories to Fixations: A Novel Weakly-Supervised Visual-Auditory Saliency Detection ApproachCode1
Adaptive Graph Convolutional Network with Attention Graph Clustering for Co-saliency DetectionCode1
Promoting Saliency From Depth: Deep Unsupervised RGB-D Saliency DetectionCode1
Pyramidal Attention for Saliency DetectionCode1
ICNet: Intra-saliency Correlation Network for Co-Saliency DetectionCode1
AIM 2024 Challenge on Video Saliency Prediction: Methods and ResultsCode1
ASOD60K: An Audio-Induced Salient Object Detection Dataset for Panoramic VideosCode1
CAGNet: Content-Aware Guidance for Salient Object DetectionCode1
Accurate RGB-D Salient Object Detection via Collaborative LearningCode1
Asymmetric Two-Stream Architecture for Accurate RGB-D Saliency DetectionCode1
A Unified RGB-T Saliency Detection Benchmark: Dataset, Baselines, Analysis and A Novel ApproachCode1
ConCL: Concept Contrastive Learning for Dense Prediction Pre-training in Pathology ImagesCode1
Simultaneous Image-to-Zero and Zero-to-Noise: Diffusion Models with Analytical Image AttenuationCode1
A2dele: Adaptive and Attentive Depth Distiller for Efficient RGB-D Salient Object DetectionCode1
Deeply supervised salient object detection with short connectionsCode1
Densely Deformable Efficient Salient Object Detection NetworkCode1
A Weakly Supervised Learning Framework for Salient Object Detection via Hybrid LabelsCode1
DFNet: Discriminative feature extraction and integration network for salient object detectionCode1
Learning Selective Self-Mutual Attention for RGB-D Saliency DetectionCode1
Object Segmentation Without Labels with Large-Scale Generative ModelsCode1
DS-Net: Dynamic Spatiotemporal Network for Video Salient Object DetectionCode1
Exploring Rich and Efficient Spatial Temporal Interactions for Real Time Video Salient Object DetectionCode1
Finding Visual Saliency in Continuous Spike StreamCode1
Few-Cost Salient Object Detection with Adversarial-Paced LearningCode1
JIT-Masker: Efficient Online Distillation for Background MattingCode1
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All datasetsDUT-OMRONHKU-ISCAT2000DUTS-testECSSDPASCAL ContextPASCAL-S

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1UCFMAE0.12—Unverified
2U2-Net+MAE0.06—Unverified
3U2-NetMAE0.05—Unverified
4LDF(ours)MAE0.05—Unverified
5Pyramid Feature AttentionMAE0.04—Unverified
#ModelMetricClaimedVerifiedStatus
1U2-Net+MAE0.04—Unverified
2Pyramid Feature AttentionMAE0.03—Unverified
3LDF(ours)MAE0.03—Unverified
#ModelMetricClaimedVerifiedStatus
1SUMAUC0.89—Unverified
2EYMOLAUC0.83—Unverified
#ModelMetricClaimedVerifiedStatus
1Pyramid Feature AttentionMAE0.04—Unverified
2PFAN [zhao2019pyramid] (+) PRNMAE0.04—Unverified
#ModelMetricClaimedVerifiedStatus
1Pyramid Feature AttentionMAE0.03—Unverified
#ModelMetricClaimedVerifiedStatus
1InvPTmax_F184.81—Unverified
#ModelMetricClaimedVerifiedStatus
1Pyramid Feature AttentionMAE0.07—Unverified