mlsanityData to 7 Oct 2026

Simple vs complex temporal recurrences for video saliency prediction

arXiv 1907.01869 ↗First posted 3 Jul 2019cs.CV cs.LGcited by 25

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Abstract (arXiv)

This paper investigates modifying an existing neural network architecture for static saliency prediction using two types of recurrences that integrate information from the temporal domain. The first modification is the addition of a ConvLSTM within the architecture, while the second is a conceptually simple exponential moving average of an internal convolutional state. We use weights pre-trained on the SALICON dataset and fine-tune our model on DHF1K. Our results show that both modifications achieve state-of-the-art results and produce similar saliency maps. Source code is available at https://git.io/fjPiB.

Key facts. Cited by 25 papers in the map (data through 7 Oct 2026). First posted on arXiv 3 Jul 2019.

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Citing papers per year: 2021: 5; 2022: 3; 2023: 5; 2024: 6; 2025: 3; 2026: 3.

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  1. 2021Temporal-Spatial Feature Pyramid for Video Saliency Detectioncited by 22
  2. 2021Spatio-Temporal Self-Attention Network for Video Saliency Predictioncited by 19
  3. 2024CaRDiff: Video Salient Object Ranking Chain of Thought Reasoning for Saliency Prediction with Diffusioncited by 12
  4. 2022A Comprehensive Survey on Video Saliency Detection with Auditory Information: the Audio-visual Consistency Perceptual is the Key!cited by 9
  5. 2024SalFoM: Dynamic Saliency Prediction with Video Foundation Modelscited by 9
  6. 2023TinyHD: Efficient Video Saliency Prediction with Heterogeneous Decoders using Hierarchical Maps Distillationcited by 8
  7. 2023Audio-visual Saliency for Omnidirectional Videoscited by 7
  8. 2024Transformer-based Video Saliency Prediction with High Temporal Dimension Decodingcited by 7
  9. 2024How Does Audio Influence Visual Attention in Omnidirectional Videos? Database and Modelcited by 4
  10. 2025Modeling Saliency Dataset Biascited by 4
  11. 2021A Gated Fusion Network for Dynamic Saliency Predictioncited by 3
  12. 2022Context-empowered Visual Attention Prediction in Pedestrian Scenarioscited by 2
13 more
  1. 2023An Integrated System for Spatio-Temporal Summarization of 360-degrees Videoscited by 2
  2. 2024Spatio-Temporal Distortion Aware Omnidirectional Video Super-Resolutioncited by 2
  3. 2021Weakly Supervised Visual-Auditory Fixation Prediction with Multigranularity Perceptioncited by 1
  4. 2023WinDB: HMD-free and Distortion-free Panoptic Video Fixation Learningcited by 1
  5. 2024Relevance-guided Audio Visual Fusion for Video Saliency Predictioncited by 1
  6. 2026Exploring deep learning for Event-Based Saliency Prediction with a Transformer-based modelcited by 1
  7. 2021Noise-Aware Video Saliency Predictioncited by 0
  8. 2022Dual Domain-Adversarial Learning for Audio-Visual Saliency Predictioncited by 0
  9. 2023ViDaS Video Depth-aware Saliency Networkcited by 0
  10. 2025GazeProphet: Software-Only Gaze Prediction for VR Foveated Renderingcited by 0
  11. 2025GazeProphetV2: Head-Movement-Based Gaze Prediction Enabling Efficient Foveated Rendering on Mobile VRcited by 0
  12. 2026DiffAttn: Diffusion-Based Drivers' Visual Attention Prediction with LLM-Enhanced Semantic Reasoningcited by 0
  13. 2026BIAS: A Biologically Inspired Algorithm for Video Saliency Detectioncited by 0