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

Showing 201250 of 268 papers

TitleStatusHype
Personalization of Saliency Estimation0
Probabilistic Saliency Estimation0
RecSal : Deep Recursive Supervision for Visual Saliency Prediction0
Recurrent Mixture Density Network for Spatiotemporal Visual Attention0
Reinforced Abstractive Summarization with Adaptive Length Controlling0
Relevance-guided Audio Visual Fusion for Video Saliency Prediction0
Rethinking gradient weights' influence over saliency map estimation0
SalFoM: Dynamic Saliency Prediction with Video Foundation Models0
SALICON: Reducing the Semantic Gap in Saliency Prediction by Adapting Deep Neural Networks0
How is Visual Attention Influenced by Text Guidance? Database and ModelCode0
How Does Audio Influence Visual Attention in Omnidirectional Videos? Database and ModelCode0
Understanding and Visualizing Deep Visual Saliency ModelsCode0
Modeling Bottom-Up and Top-Down Attention with a Neurodynamic Model of V1Code0
Modeling Object Dissimilarity for Deep Saliency PredictionCode0
Textured Mesh Saliency: Bridging Geometry and Texture for Human Perception in 3D GraphicsCode0
Understanding Humans in Crowded Scenes: Deep Nested Adversarial Learning and A New Benchmark for Multi-Human ParsingCode0
Multi-source weak supervision for saliency detectionCode0
Gravitational Laws of Focus of AttentionCode0
Noise-Aware Video Saliency PredictionCode0
FixaTons: A collection of Human Fixations Datasets and Metrics for Scanpath SimilarityCode0
Fast Underwater Image Enhancement for Improved Visual PerceptionCode0
Faster gaze prediction with dense networks and Fisher pruningCode0
Bridging the Gap Between Saliency Prediction and Image Quality AssessmentCode0
DNA: Deeply-supervised Nonlinear Aggregation for Salient Object DetectionCode0
Beyond saliency: understanding convolutional neural networks from saliency prediction on layer-wise relevance propagationCode0
PiCANet: Pixel-wise Contextual Attention Learning for Accurate Saliency DetectionCode0
Predicting Gaze in Egocentric Video by Learning Task-dependent Attention TransitionCode0
Predicting Human Eye Fixations via an LSTM-based Saliency Attentive ModelCode0
Predicting Salient Face in Multiple-Face VideosCode0
Predicting Video Saliency with Object-to-Motion CNN and Two-layer Convolutional LSTMCode0
Shallow and Deep Convolutional Networks for Saliency PredictionCode0
Progressive Attention Guided Recurrent Network for Salient Object DetectionCode0
Energy-Based Generative Cooperative Saliency PredictionCode0
Direction Concentration Learning: Enhancing Congruency in Machine LearningCode0
What Do Deep Saliency Models Learn about Visual Attention?Code0
Weakly-supervised Video Summarization using Variational Encoder-Decoder and Web PriorCode0
Simple vs complex temporal recurrences for video saliency predictionCode0
Rethinking 360deg Image Visual Attention Modelling With Unsupervised Learning.Code0
Dense and Low-Rank Gaussian CRFs Using Deep EmbeddingsCode0
Reverse Attention for Salient Object DetectionCode0
End-to-End Saliency Mapping via Probability Distribution PredictionCode0
A positive feedback method based on F-measure value for Salient Object DetectionCode0
SalGAN: Visual Saliency Prediction with Generative Adversarial NetworksCode0
A Deep Multi-Level Network for Saliency PredictionCode0
A Neurodynamic model of Saliency prediction in V1Code0
A Dilated Inception Network for Visual Saliency PredictionCode0
DeepVS: A Deep Learning Based Video Saliency Prediction ApproachCode0
Deep Visual Attention PredictionCode0
Deep Saliency Mapping for 3D Meshes and ApplicationsCode0
TurkerGaze: Crowdsourcing Saliency with Webcam based Eye TrackingCode0
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Benchmark Results

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