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

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Showing 176–200 of 268 papers

TitleStatusHype
Saliency Prediction in the Deep Learning Era: Successes, Limitations, and Future Challenges—0
Unsupervised Video Object Segmentation using Motion Saliency-Guided Spatio-Temporal Propagation—0
Learning Saliency Prediction From Sparse Fixation Pixel Map—0
Weakly-supervised Video Summarization using Variational Encoder-Decoder and Web PriorCode0
Task-driven Webpage Saliency—0
DeepVS: A Deep Learning Based Video Saliency Prediction ApproachCode0
Temporal Saliency Adaptation in Egocentric VideosCode0
Reverse Attention for Salient Object DetectionCode0
Video Saliency Detection by 3D Convolutional Neural Networks—0
Visual Attention driven by Convolutional Features—0
Context Proposals for Saliency Detection—0
A Hybrid Framework for Tumor Saliency Estimation—0
Cube Padding for Weakly-Supervised Saliency Prediction in 360° Videos—0
Cube Padding for Weakly-Supervised Saliency Prediction in 360° Videos—0
Emotional Attention: A Study of Image Sentiment and Visual Attention—0
Progressive Attention Guided Recurrent Network for Salient Object DetectionCode0
Webpage Saliency Prediction with Two-stage Generative Adversarial Networks—0
EML-NET:An Expandable Multi-Layer NETwork for Saliency Prediction—0
An Element Sensitive Saliency Model with Position Prior Learning for Web Pages—0
Understanding Humans in Crowded Scenes: Deep Nested Adversarial Learning and A New Benchmark for Multi-Human ParsingCode0
End-to-End Saliency Mapping via Probability Distribution PredictionCode0
Deep Unsupervised Saliency Detection: A Multiple Noisy Labeling Perspective—0
Predicting Gaze in Egocentric Video by Learning Task-dependent Attention TransitionCode0
Salient Region Segmentation—0
A Learning-Based Visual Saliency Prediction Model for Stereoscopic 3D Video (LBVS-3D)Code0
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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