Saliency Prediction
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Benchmarks
Most implemented
Uncertainty Inspired RGB-D Saliency Detection
Simultaneous Enhancement and Super-Resolution of Underwater Imagery for Improved Visual Perception
Contextual Encoder-Decoder Network for Visual Saliency Prediction
SalGAN: Visual Saliency Prediction with Generative Adversarial Networks
Specificity-preserving RGB-D Saliency Detection
Semantic Segmentation of Underwater Imagery: Dataset and Benchmark
Papers
SED:Lightweight Saliency prediction for Event-based data via Distillation
Event-based saliency prediction has gained attention recently, as combining event cameras with saliency estimation can act as an upstream stage that naturally improves the efficiency of downstream eventbased perception a…
Knowledge DistillationSaliency PredictionProgrammable Silicon Retina on Pixel Processor Array
Standard dynamic vision sensors approximate retinal processing by detecting temporal contrast changes, offering high speed and high dynamic range. In this work, we explore whether incorporating additional biologically in…
Saliency PredictionTuring Patterns for Multimedia: Reaction-Diffusion Multi-Modal Fusion for Language-Guided Video Moment Retrieval
Video-language models are pivotal for tasks such as moment retrieval and highlight detection, yet they often struggle to capture the dynamic, non-linear interactions between temporal video sequences and textual semantics…
Saliency PredictionHighlight DetectionMoment RetrievalViASNet: A Video Ad Saliency Network for Predicting Dynamic Saliency and Viewer Engagement
The digital media landscape has seen a pervasive shift toward short-form video advertising on TV, social media and e-commerce platforms. The present study focuses on deep saliency prediction for short-form video advertis…
Saliency PredictionExploring deep learning for Event-Based Saliency Prediction with a Transformer-based model
Saliency prediction has been extensively studied in RGB images and videos as a computational model of human visual attention. In contrast, predicting saliency from event-based data remains largely unexplored, despite the…
Saliency PredictionEvent-based visionCROP: Expert-Aligned Image Cropping via Compositional Reasoning and Optimizing Preference
Aesthetic image cropping aims to enhance the aesthetic quality of an image by improving its composition through spatial cropping. Previous methods often rely on saliency prediction or retrieval augmentation, ignoring the…
Multimodal ReasoningSaliency PredictionImage Cropping