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
InvPT: Inverted Pyramid Multi-task Transformer for Dense Scene UnderstandingCode2
A Unified Transformer Framework for Group-based Segmentation: Co-Segmentation, Co-Saliency Detection and Video Salient Object DetectionCode2
Self-Supervised Transformers for Unsupervised Object Discovery using Normalized CutCode2
Unlocking Comics: The AI4VA Dataset for Visual UnderstandingCode1
AIM 2024 Challenge on Video Saliency Prediction: Methods and ResultsCode1
Learning Adaptive Fusion Bank for Multi-modal Salient Object DetectionCode1
Finding Visual Saliency in Continuous Spike StreamCode1
SAMF: Small-Area-Aware Multi-focus Image Fusion for Object DetectionCode1
Joint Correcting and Refinement for Balanced Low-Light Image EnhancementCode1
NPF-200: A Multi-Modal Eye Fixation Dataset and Method for Non-Photorealistic VideosCode1
Simultaneous Image-to-Zero and Zero-to-Noise: Diffusion Models with Analytical Image AttenuationCode1
ScanDMM: A Deep Markov Model of Scanpath Prediction for 360deg ImagesCode1
TempSAL - Uncovering Temporal Information for Deep Saliency PredictionCode1
Temporal Saliency Detection Towards Explainable Transformer-based Timeseries ForecastingCode1
Unsupervised Object Localization: Observing the Background to Discover ObjectsCode1
Panoramic Vision Transformer for Saliency Detection in 360° VideosCode1
A Weakly Supervised Learning Framework for Salient Object Detection via Hybrid LabelsCode1
Robust RGB-D Fusion for Saliency DetectionCode1
ConCL: Concept Contrastive Learning for Dense Prediction Pre-training in Pathology ImagesCode1
Promoting Saliency From Depth: Deep Unsupervised RGB-D Saliency DetectionCode1
Learning from Pixel-Level Noisy Label : A New Perspective for Light Field Saliency DetectionCode1
Pyramidal Attention for Saliency DetectionCode1
Pyramid Grafting Network for One-Stage High Resolution Saliency DetectionCode1
Weakly-Supervised Salient Object Detection Using Point SupervisionCode1
Learning From Pixel-Level Noisy Label: A New Perspective for Light Field Saliency DetectionCode1
Weakly Supervised Visual-Auditory Fixation Prediction with Multigranularity PerceptionCode1
Uncertainty Estimation via Response Scaling for Pseudo-mask Noise Mitigation in Weakly-supervised Semantic SegmentationCode1
SalFBNet: Learning Pseudo-Saliency Distribution via Feedback Convolutional NetworksCode1
MutualFormer: Multi-Modality Representation Learning via Cross-Diffusion AttentionCode1
Light Field Saliency Detection with Dual Local Graph Learning andReciprocative GuidanceCode1
Summarize and Search: Learning Consensus-aware Dynamic Convolution for Co-Saliency DetectionCode1
RGB-D Saliency Detection via Cascaded Mutual Information MinimizationCode1
Specificity-preserving RGB-D Saliency DetectionCode1
Leveraging Auxiliary Tasks with Affinity Learning for Weakly Supervised Semantic SegmentationCode1
ASOD60K: An Audio-Induced Salient Object Detection Dataset for Panoramic VideosCode1
P2T: Pyramid Pooling Transformer for Scene UnderstandingCode1
From Semantic Categories to Fixations: A Novel Weakly-Supervised Visual-Auditory Saliency Detection ApproachCode1
Railroad is not a Train: Saliency as Pseudo-pixel Supervision for Weakly Supervised Semantic SegmentationCode1
Visual Saliency TransformerCode1
Weakly Supervised Video Salient Object DetectionCode1
Few-Cost Salient Object Detection with Adversarial-Paced LearningCode1
Deep RGB-D Saliency Detection with Depth-Sensitive Attention and Automatic Multi-Modal FusionCode1
Triple-cooperative Video Shadow DetectionCode1
Densely Deformable Efficient Salient Object Detection NetworkCode1
Scene Context-Aware Salient Object DetectionCode1
DS-Net: Dynamic Spatiotemporal Network for Video Salient Object DetectionCode1
ICNet: Intra-saliency Correlation Network for Co-Saliency DetectionCode1
Learning Selective Mutual Attention and Contrast for RGB-D Saliency DetectionCode1
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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