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 51–100 of 268 papers

TitleStatusHype
CASE: Contrastive Activation for Saliency EstimationCode0
CSPENet: Contour-Aware and Saliency Priors Embedding Network for Infrared Small Target DetectionCode0
Modeling Saliency Dataset Bias—0
LMME3DHF: Benchmarking and Evaluating Multimodal 3D Human Face Generation with LMMs—0
Text-Audio-Visual-conditioned Diffusion Model for Video Saliency Prediction—0
DTFSal: Audio-Visual Dynamic Token Fusion for Video Saliency Prediction—0
A Deep Learning Framework for Visual Attention Prediction and Analysis of News InterfacesCode0
EditIQ: Automated Cinematic Editing of Static Wide-Angle Videos via Dialogue Interpretation and Saliency Cues—0
Minimalistic Video Saliency Prediction via Efficient Decoder & Spatio Temporal Action Cues—0
Explainable Saliency: Articulating Reasoning with Contextual Prioritization—0
CASP: Consistency-aware Audio-induced Saliency Prediction Model for Omnidirectional Video—0
Textured Mesh Saliency: Bridging Geometry and Texture for Human Perception in 3D GraphicsCode0
Relevance-guided Audio Visual Fusion for Video Saliency Prediction—0
Correlation of Object Detection Performance with Visual Saliency and Depth EstimationCode0
CaRDiff: Video Salient Object Ranking Chain of Thought Reasoning for Saliency Prediction with Diffusion—0
How Does Audio Influence Visual Attention in Omnidirectional Videos? Database and ModelCode0
Exploiting Change Blindness for Video Coding: Perspectives from a Less Promising User Study—0
SalNAS: Efficient Saliency-prediction Neural Architecture Search with self-knowledge distillationCode0
Enhancing Saliency Prediction in Monitoring Tasks: The Role of Visual Highlights—0
Bridging the Gap Between Saliency Prediction and Image Quality AssessmentCode0
Salient Object Detection From Arbitrary ModalitiesCode0
Unified Dynamic Scanpath Predictors Outperform Individually Trained Neural Models—0
Shifting Focus with HCEye: Exploring the Dynamics of Visual Highlighting and Cognitive Load on User Attention and Saliency Prediction—0
How is Visual Attention Influenced by Text Guidance? Database and ModelCode0
Separated Attention: An Improved Cycle GAN Based Under Water Image Enhancement Method—0
SalFoM: Dynamic Saliency Prediction with Video Foundation Models—0
GreenSaliency: A Lightweight and Efficient Image Saliency Detection Method—0
Selective Attention-based Modulation for Continual LearningCode0
DiffGaze: A Diffusion Model for Continuous Gaze Sequence Generation on 360° Images—0
Learning User Embeddings from Human Gaze for Personalised Saliency Prediction—0
A Modified Word Saliency-Based Adversarial Attack on Text Classification Models—0
DiffSal: Joint Audio and Video Learning for Diffusion Saliency Prediction—0
Transformer-based Video Saliency Prediction with High Temporal Dimension Decoding—0
Learning Saliency From Fixations—0
Audio-visual Saliency for Omnidirectional Videos—0
XAI-CLASS: Explanation-Enhanced Text Classification with Extremely Weak Supervision—0
What Do Deep Saliency Models Learn about Visual Attention?Code0
UniST: Towards Unifying Saliency Transformer for Video Saliency Prediction and Detection—0
Attention for Robot Touch: Tactile Saliency Prediction for Robust Sim-to-Real Tactile Control—0
Few-shot Personalized Saliency Prediction Based on Inter-personnel Gaze Patterns—0
Teaching AI to Teach: Leveraging Limited Human Salience Data Into Unlimited Saliency-Based Training—0
ViDaS Video Depth-aware Saliency Network—0
A positive feedback method based on F-measure value for Salient Object DetectionCode0
MRGAN360: Multi-stage Recurrent Generative Adversarial Network for 360 Degree Image Saliency Prediction—0
CASP-Net: Rethinking Video Saliency Prediction from an Audio-VisualConsistency Perceptual Perspective—0
Deep Saliency Mapping for 3D Meshes and ApplicationsCode0
Semantic Segmentation Enhanced Transformer Model for Human Attention Prediction—0
Co-Salient Object Detection With Uncertainty-Aware Group Exchange-Masking—0
CASP-Net: Rethinking Video Saliency Prediction From an Audio-Visual Consistency Perceptual Perspective—0
FBLNet: FeedBack Loop Network for Driver Attention Prediction—0
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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