SOTAVerified

Saliency Prediction

A saliency map is a model that predicts eye fixations on a visual scene. Saliency prediction is informed by the human visual attention mechanism and predicts the possibility of the human eyes to stay in a certain position in the scene.

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 26–50 of 268 papers

TitleStatusHype
TempSAL - Uncovering Temporal Information for Deep Saliency PredictionCode1
TranSalNet: Towards perceptually relevant visual saliency predictionCode1
ViNet: Pushing the limits of Visual Modality for Audio-Visual Saliency PredictionCode1
BASNet: Boundary-Aware Salient Object DetectionCode1
Uncertainty Guided Refinement for Fine-Grained Salient Object DetectionCode1
How is Gaze Influenced by Image Transformations? Dataset and ModelCode1
Does Text Attract Attention on E-Commerce Images: A Novel Saliency Prediction Dataset and MethodCode1
An Energy-Based Prior for Generative SaliencyCode1
Brand Visibility in Packaging: A Deep Learning Approach for Logo Detection, Saliency-Map Prediction, and Logo Placement AnalysisCode1
Adapting Segment Anything Model to Multi-modal Salient Object Detection with Semantic Feature Fusion GuidanceCode1
Data Augmentation via Latent Diffusion for Saliency PredictionCode1
BTS-Net: Bi-directional Transfer-and-Selection Network For RGB-D Salient Object DetectionCode1
DeepGaze IIE: Calibrated prediction in and out-of-domain for state-of-the-art saliency modelingCode1
MaskSplit: Self-supervised Meta-learning for Few-shot Semantic SegmentationCode1
MDS-ViTNet: Improving saliency prediction for Eye-Tracking with Vision TransformerCode1
Deep Gaze I: Boosting Saliency Prediction with Feature Maps Trained on ImageNetCode1
Multi-task UNet: Jointly Boosting Saliency Prediction and Disease Classification on Chest X-ray ImagesCode1
Alignment-Free RGBT Salient Object Detection: Semantics-guided Asymmetric Correlation Network and A Unified BenchmarkCode1
Panoramic Vision Transformer for Saliency Detection in 360° VideosCode1
RSKDD-Net: Random Sample-based Keypoint Detector and DescriptorCode1
Select, Supplement and Focus for RGB-D Saliency DetectionCode1
Specificity-preserving RGB-D Saliency DetectionCode1
Spherical Vision Transformer for 360-degree Video Saliency PredictionCode1
Spatio-Temporal Self-Attention Network for Video Saliency PredictionCode1
Video Saliency Prediction Using Enhanced Spatiotemporal Alignment NetworkCode1
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All datasetsSALECISALICONMIT300CAT2000

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1TransalnetKL0.87—Unverified
2TempSALKL0.71—Unverified
3SSwin transformerKL0.65—Unverified
4ECT-SALKL0.58—Unverified
5SUMKL0.47—Unverified
#ModelMetricClaimedVerifiedStatus
1SUMAUC0.88—Unverified
2SalNAS-XL + Self-KDAUC0.87—Unverified
3TempSALAUC0.87—Unverified
4MDS-ViTNetAUC0.87—Unverified
5TranSalNetAUC0.87—Unverified
#ModelMetricClaimedVerifiedStatus
1SUMAUC-Judd0.91—Unverified
2TranSalNetAUC-Judd0.87—Unverified
#ModelMetricClaimedVerifiedStatus
1SUMKL0.27—Unverified