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
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
TinyHD: Efficient Video Saliency Prediction with Heterogeneous Decoders using Hierarchical Maps DistillationCode1
TempSAL -- Uncovering Temporal Information for Deep Saliency PredictionCode1
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
TempSAL - Uncovering Temporal Information for Deep Saliency PredictionCode1
FBLNet: FeedBack Loop Network for Driver Attention Prediction—0
Context-empowered Visual Attention Prediction in Pedestrian Scenarios—0
Panoramic Vision Transformer for Saliency Detection in 360° VideosCode1
Saliency-based Multiple Region of Interest Detection from a Single 360° image—0
Dual Domain-Adversarial Learning for Audio-Visual Saliency Prediction—0
Rethinking gradient weights' influence over saliency map estimation—0
SiaTrans: Siamese Transformer Network for RGB-D Salient Object Detection with Depth Image Classification—0
Clustered Saliency Prediction—0
GASP: Gated Attention For Saliency PredictionCode1
Dual Swin-Transformer based Mutual Interactive Network for RGB-D Salient Object Detection—0
Learning from Pixel-Level Noisy Label : A New Perspective for Light Field Saliency DetectionCode1
An Energy-Based Prior for Generative SaliencyCode1
Saliency in Augmented RealityCode0
Pyramidal Attention for Saliency DetectionCode1
Noise Perturbation for Saliency Prediction with Psychophysical Synthetic Images—0
Multi-task UNet: Jointly Boosting Saliency Prediction and Disease Classification on Chest X-ray ImagesCode1
Does Text Attract Attention on E-Commerce Images: A Novel Saliency Prediction Dataset and MethodCode1
Learning From Pixel-Level Noisy Label: A New Perspective for Light Field Saliency DetectionCode1
Learning Generative Vision Transformer with Energy-Based Latent Space for Saliency Prediction—0
Reinforced Abstractive Summarization with Adaptive Length Controlling—0
Scanpath Prediction on Information Visualisations—0
Iterative Saliency Enhancement using Superpixel Similarity—0
Joint Learning of Visual-Audio Saliency Prediction and Sound Source Localization on Multi-face VideosCode1
A trained humanoid robot can perform human-like crossmodal social attention and conflict resolution—0
MaskSplit: Self-supervised Meta-learning for Few-shot Semantic SegmentationCode1
TranSalNet: Towards perceptually relevant visual saliency predictionCode1
Audio-Visual Collaborative Representation Learning for Dynamic Saliency Prediction—0
Deriving Explanation of Deep Visual Saliency Models—0
Spatio-Temporal Self-Attention Network for Video Saliency PredictionCode1
Specificity-preserving RGB-D Saliency DetectionCode1
Saliency for free: Saliency prediction as a side-effect of object recognition—0
SALYPATH: A Deep-Based Architecture for visual attention prediction—0
Energy-Based Generative Cooperative Saliency PredictionCode0
DeepGaze IIE: Calibrated prediction in and out-of-domain for state-of-the-art saliency modelingCode1
Generative Transformer for Accurate and Reliable Salient Object DetectionCode1
Noise-Aware Video Saliency PredictionCode0
Modeling Object Dissimilarity for Deep Saliency PredictionCode0
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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