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 76–100 of 268 papers

TitleStatusHype
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