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 226250 of 268 papers

TitleStatusHype
Paying More Attention to Saliency: Image Captioning with Saliency and Context Attention0
Saliency Guided End-to-End Learning for Weakly Supervised Object Detection0
Saliency Revisited: Analysis of Mouse Movements versus Fixations0
Gaze Distribution Analysis and Saliency Prediction Across Age Groups0
Deep Visual Attention PredictionCode0
Visual Saliency Prediction Using a Mixture of Deep Neural Networks0
SalGAN: Visual Saliency Prediction with Generative Adversarial NetworksCode0
Predicting Human Eye Fixations via an LSTM-based Saliency Attentive ModelCode0
Deep, Dense, and Low-Rank Gaussian Conditional Random Fields0
DeepGaze II: Reading fixations from deep features trained on object recognition0
Probabilistic Saliency Estimation0
UberNet: Training a `Universal' Convolutional Neural Network for Low-, Mid-, and High-Level Vision using Diverse Datasets and Limited MemoryCode0
A Deep Multi-Level Network for Saliency PredictionCode0
Deeply-Supervised Recurrent Convolutional Neural Network for Saliency Detection0
Saliency Detection via Combining Region-Level and Pixel-Level Predictions with CNNs0
Spatio-Temporal Saliency Networks for Dynamic Saliency Prediction0
Salient Region Detection and Segmentation in Images using Dynamic Mode Decomposition0
WEPSAM: Weakly Pre-Learnt Saliency Model0
Deep Learning for Saliency Prediction in Natural Video0
Visual saliency detection: a Kalman filter based approach0
The Effect of Distortions on the Prediction of Visual Attention0
Recurrent Mixture Density Network for Spatiotemporal Visual Attention0
Learning Gaze Transitions from Depth to Improve Video Saliency Estimation0
Shallow and Deep Convolutional Networks for Saliency PredictionCode0
SALICON: Reducing the Semantic Gap in Saliency Prediction by Adapting Deep Neural Networks0
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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