Video Saliency Detection

Description from the archive archive 2025-07-28.

Benchmarks archive 2025-07-28

5 leaderboard tables shown for this task, 5 with rows (a “benchmark” on this site is a table with at least one row, as on /sota), ordered by row count. “Best model” is the first row in the archive's own order at snapshot; nothing is re-ranked here and metric direction is not recorded in the archive. PwC's Trend sparklines are not in the archive, so that column is omitted.

Syntology column: samples harvested from the paper's repositories and executed on synthesized fixtures; “ran” is not a correctness claim and does not order the table. A dash means no Syntology record for that paper, not a recorded non-run. Read from the graph 2026-09-24.

Libraries

Not in the archive: the export carries no per-task library table, so there is nothing to show at snapshot 2025-07-28.

Datasets archive 2025-07-28

3 datasets whose archive record lists this task, ordered by the archive's paper count.

Subtasks archive 2025-07-28

No subtask under this task in the archive's task tree.

Parent tasks archive 2025-07-28

Most implemented papers archive 2025-07-28

21 shown of 21 papers with code (36 tagged with this task in all), ordered by repositories listed in the archive, not by stars (the archive holds no stars, so PwC's “Social” and “Latest” sorts cannot be reproduced). Papers without a page here are shown as plain text.

• Contextual Encoder-Decoder Network for Visual Saliency Prediction
  18 Feb 2019 4 repositories listed Syntology ran 0 of 6 samples · 6 unverified
  To develop robust representations for this challenging task, high-level visual features at multiple spatial scales must be extracted and augmented with contextual information.
• Unified Image and Video Saliency Modeling
  11 Mar 2020 2 repositories listed Syntology ran 3 of 9 samples · 6 unverified
  We evaluate our method on the video saliency datasets DHF1K, Hollywood-2 and UCF-Sports, and the image saliency datasets SALICON and MIT300.
• Simple vs complex temporal recurrences for video saliency prediction
  3 Jul 2019 2 repositories listed
  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.
• AIM 2024 Challenge on Video Saliency Prediction: Methods and Results
  23 Sep 2024 1 repository listed
  The goal of the participants was to develop a method for predicting accurate saliency maps for the provided set of video sequences.
• ViDSOD-100: A New Dataset and a Baseline Model for RGB-D Video Salient Object Detection
  18 Jun 2024 1 repository listed
  However, the existing salient object detection (SOD) works only focus on either static RGB-D images or RGB videos, ignoring the collaborating of RGB-D and video information.
• An Integrated System for Spatio-Temporal Summarization of 360-degrees Videos
  5 Dec 2023 1 repository listed
  In this work, we present an integrated system for spatiotemporal summarization of 360-degrees videos.
• Panoramic Vision Transformer for Saliency Detection in 360° Videos
  19 Sep 2022 1 repository listed Syntology ran 5 of 7 samples · 2 unverified
  360° video saliency detection is one of the challenging benchmarks for 360° video understanding since non-negligible distortion and discontinuity occur in the projection of any format of 360° videos, and capture-worthy…
• A Comprehensive Survey on Video Saliency Detection with Auditory Information: the Audio-visual Consistency Perceptual is the Key!
  20 Jun 2022 1 repository listed
  Video saliency detection (VSD) aims at fast locating the most attractive objects/things/patterns in a given video clip.
• GASP: Gated Attention For Saliency Prediction
  9 Jun 2022 1 repository listed
  We show that gaze direction and affective representations contribute a prediction to ground-truth correspondence improvement of at least 5% compared to dynamic saliency models without social cues.
• Weakly Supervised Visual-Auditory Fixation Prediction with Multigranularity Perception
  27 Dec 2021 1 repository listed
  Moreover, we distill knowledge from these regions to obtain complete new spatial-temporal-audio (STA) fixation prediction (FP) networks, enabling broad applications in cases where video tags are not available.
• From Semantic Categories to Fixations: A Novel Weakly-Supervised Visual-Auditory Saliency Detection Approach
  19 Jun 2021 1 repository listed
  Thanks to the rapid advances in the deep learning techniques and the wide availability of large-scale training sets, the performances of video saliency detection models have been improving steadily and significantly.
• Weakly Supervised Video Salient Object Detection
  6 Apr 2021 1 repository listed
  Significant performance improvement has been achieved for fully-supervised video salient object detection with the pixel-wise labeled training datasets, which are time-consuming and expensive to obtain.
• ViNet: Pushing the limits of Visual Modality for Audio-Visual Saliency Prediction
  11 Dec 2020 1 repository listed
  We also explore a variation of ViNet architecture by augmenting audio features into the decoder.
• Hierarchical Domain-Adapted Feature Learning for Video Saliency Prediction
  2 Oct 2020 1 repository listed
  When the base hierarchical model is empowered with domain-specific modules, performance improves, outperforming state-of-the-art models on three out of five metrics on the DHF1K benchmark and reaching the second-best…
• Exploring Rich and Efficient Spatial Temporal Interactions for Real Time Video Salient Object Detection
  7 Aug 2020 1 repository listed
  In this way, even though the overall video saliency quality is heavily dependent on its spatial branch, however, the performance of the temporal branch still matter.
• A Plug-and-play Scheme to Adapt Image Saliency Deep Model for Video Data
  2 Aug 2020 1 repository listed
  With the rapid development of deep learning techniques, image saliency deep models trained solely by spatial information have occasionally achieved detection performance for video data comparable to that of the models…
• Video Saliency Prediction Using Enhanced Spatiotemporal Alignment Network
  2 Jan 2020 1 repository listed
  Due to a variety of motions across different frames, it is highly challenging to learn an effective spatiotemporal representation for accurate video saliency prediction (VSP).
• TASED-Net: Temporally-Aggregating Spatial Encoder-Decoder Network for Video Saliency Detection
  15 Aug 2019 1 repository listed Syntology ran 0 of 2 samples · 2 unverified
  It consists of two building blocks: first, the encoder network extracts low-resolution spatiotemporal features from an input clip of several consecutive frames, and then the following prediction network decodes the…
• A Dilated Inception Network for Visual Saliency Prediction
  7 Apr 2019 1 repository listed
  In this work, we proposed an end-to-end dilated inception network (DINet) for visual saliency prediction.
• DeepVS: A Deep Learning Based Video Saliency Prediction Approach
  1 Sep 2018 1 repository listed
  Hence, an object-to-motion convolutional neural network (OM-CNN) is developed to predict the intra-frame saliency for DeepVS, which is composed of the objectness and motion subnets.
• Revisiting Video Saliency: A Large-scale Benchmark and a New Model
  23 Jan 2018 1 repository listed
  Existing video saliency datasets lack variety and generality of common dynamic scenes and fall short in covering challenging situations in unconstrained environments.

Syntology lines on 4 of the papers shown; no Syntology record for the others (a paper without an arXiv id cannot be joined to the graph, and absence from the graph layer is not a recorded non-run). “Ran” means the sample executed on a synthesized fixture, not that the paper's result was reproduced. Read from the graph 2026-09-24.