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 101–150 of 268 papers

TitleStatusHype
Audio-visual Saliency for Omnidirectional Videos—0
Audiovisual Saliency Prediction in Uncategorized Video Sequences based on Audio-Video Correlation—0
Benchmark 3D eye-tracking dataset for visual saliency prediction on stereoscopic 3D video—0
Audio-Visual Collaborative Representation Learning for Dynamic Saliency Prediction—0
Bottom-up Attention, Models of—0
Breast Anatomy Enriched Tumor Saliency Estimation—0
CaRDiff: Video Salient Object Ranking Chain of Thought Reasoning for Saliency Prediction with Diffusion—0
CASP: Consistency-aware Audio-induced Saliency Prediction Model for Omnidirectional Video—0
CASP-Net: Rethinking Video Saliency Prediction from an Audio-VisualConsistency Perceptual Perspective—0
CASP-Net: Rethinking Video Saliency Prediction From an Audio-Visual Consistency Perceptual Perspective—0
Clustered Saliency Prediction—0
Context-empowered Visual Attention Prediction in Pedestrian Scenarios—0
Context Proposals for Saliency Detection—0
Co-Salient Object Detection With Uncertainty-Aware Group Exchange-Masking—0
Cube Padding for Weakly-Supervised Saliency Prediction in 360° Videos—0
Cube Padding for Weakly-Supervised Saliency Prediction in 360° Videos—0
Deep, Dense, and Low-Rank Gaussian Conditional Random Fields—0
DeepFix: A Fully Convolutional Neural Network for predicting Human Eye Fixations—0
DeepGaze II: Reading fixations from deep features trained on object recognition—0
Deep Learning for Light Field Saliency Detection—0
Deep Learning for Saliency Prediction in Natural Video—0
Deeply-Supervised Recurrent Convolutional Neural Network for Saliency Detection—0
Deep Reasoning with Multi-Scale Context for Salient Object Detection—0
Deep Saliency Models : The Quest For The Loss Function—0
Deep Unsupervised Saliency Detection: A Multiple Noisy Labeling Perspective—0
DeepUSPS: Deep Robust Unsupervised Saliency Prediction With Self-Supervision—0
DeepUSPS: Deep Robust Unsupervised Saliency Prediction via Self-supervision—0
Deriving Explanation of Deep Visual Saliency Models—0
DiffGaze: A Diffusion Model for Continuous Gaze Sequence Generation on 360° Images—0
DiffSal: Joint Audio and Video Learning for Diffusion Saliency Prediction—0
Distilling Localization for Self-Supervised Representation Learning—0
DSAL-GAN: Denoising based Saliency Prediction with Generative Adversarial Networks—0
DTFSal: Audio-Visual Dynamic Token Fusion for Video Saliency Prediction—0
Dual Domain-Adversarial Learning for Audio-Visual Saliency Prediction—0
Dual Swin-Transformer based Mutual Interactive Network for RGB-D Salient Object Detection—0
EditIQ: Automated Cinematic Editing of Static Wide-Angle Videos via Dialogue Interpretation and Saliency Cues—0
SALICON: Saliency in Context—0
Saliency-based Multiple Region of Interest Detection from a Single 360° image—0
Saliency Detection via Combining Region-Level and Pixel-Level Predictions with CNNs—0
Iterative Saliency Enhancement using Superpixel Similarity—0
Saliency for free: Saliency prediction as a side-effect of object recognition—0
Saliency Guided End-to-End Learning for Weakly Supervised Object Detection—0
Saliency Prediction for Mobile User Interfaces—0
Saliency Prediction in the Deep Learning Era: Successes, Limitations, and Future Challenges—0
Saliency Prediction on Omnidirectional Images with Generative Adversarial Imitation Learning—0
Saliency Prediction with External Knowledge—0
Saliency Revisited: Analysis of Mouse Movements versus Fixations—0
Salient Object Detection via High-to-Low Hierarchical Context Aggregation—0
Salient Region Detection and Segmentation in Images using Dynamic Mode Decomposition—0
Salient Region Segmentation—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