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 26–50 of 364 papers

TitleStatusHype
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