Video Salient Object Detection

Description from the archive archive 2025-07-28.

Benchmarks archive 2025-07-28

10 leaderboard tables shown for this task, 10 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

4 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

20 shown of 20 papers with code (48 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.

• Depth-Cooperated Trimodal Network for Video Salient Object Detection
  12 Feb 2022 2 repositories listed
  However, existing video salient object detection (VSOD) methods only utilize spatiotemporal information and seldom exploit depth information for detection.
• Motion Guided Attention for Video Salient Object Detection
  16 Sep 2019 2 repositories listed
  In this paper, we develop a multi-task motion guided video salient object detection network, which learns to accomplish two sub-tasks using two sub-networks, one sub-network for salient object detection in still images…
• Learning Motion and Temporal Cues for Unsupervised Video Object Segmentation
  14 Jan 2025 1 repository listed
  In this paper, we address the challenges in unsupervised video object segmentation (UVOS) by proposing an efficient algorithm, termed MTNet, which concurrently exploits motion and temporal cues.
• 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.
• Depth Quality-Inspired Feature Manipulation for Efficient RGB-D and Video Salient Object Detection
  8 Aug 2022 1 repository listed
  Inspired by the fact that depth quality is a key factor influencing the accuracy, we propose an efficient depth quality-inspired feature manipulation (DQFM) process, which can dynamically filter depth features according…
• Motion-aware Memory Network for Fast Video Salient Object Detection
  1 Aug 2022 1 repository listed
  Moreover, inspired by the boundary supervision commonly used in image salient object detection (ISOD), we design a motion-aware loss for predicting object boundary motion and simultaneously perform multitask learning…
• Hierarchical Feature Alignment Network for Unsupervised Video Object Segmentation
  18 Jul 2022 1 repository listed
  Optical flow is an easily conceived and precious cue for advancing unsupervised video object segmentation (UVOS).
• Learning Video Salient Object Detection Progressively from Unlabeled Videos
  5 Apr 2022 1 repository listed
  Recent deep learning-based video salient object detection (VSOD) has achieved some breakthrough, but these methods rely on expensive annotated videos with pixel-wise annotations, weak annotations, or part of the…
• A Unified Transformer Framework for Group-based Segmentation: Co-Segmentation, Co-Saliency Detection and Video Salient Object Detection
  9 Mar 2022 1 repository listed Syntology ran 0 of 13 samples · 13 unverified
  Besides, they fail to take full advantage of the cues among inter- and intra-feature within a group of images.
• Full-Duplex Strategy for Video Object Segmentation
  6 Aug 2021 1 repository listed Syntology ran 7 of 8 samples · 1 unverified
  Previous video object segmentation approaches mainly focus on using simplex solutions between appearance and motion, limiting feature collaboration efficiency among and across these two cues.
• Video Salient Object Detection via Adaptive Local-Global Refinement
  29 Apr 2021 1 repository listed
  Despite their simplicity, such fusion strategies may introduce feature redundancy, and also fail to fully exploit the relationship between multi-level features extracted from both spatial and temporal domains.
• 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.
• Dynamic Context-Sensitive Filtering Network for Video Salient Object Detection
  1 Jan 2021 1 repository listed
  Our bidirectional dynamic fusion strategy encourages the interaction of spatial and temporal information in a dynamic manner.
• DS-Net: Dynamic Spatiotemporal Network for Video Salient Object Detection
  9 Dec 2020 1 repository listed
  In this paper, we investigate the complimentary roles of spatial and temporal information and propose a novel dynamic spatiotemporal network (DS-Net) for more effective fusion of spatiotemporal information.
• 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 Novel Video Salient Object Detection Method via Semi-supervised Motion Quality Perception
  7 Aug 2020 1 repository listed
  Consequently, we can achieve a significant performance improvement by using this new training set to start a new round of network training.
• Semi-Supervised Video Salient Object Detection Using Pseudo-Labels
  12 Aug 2019 1 repository listed
  Specifically, we present an effective video saliency detector that consists of a spatial refinement network and a spatiotemporal module.
• Shifting More Attention to Video Salient Object Detection
  1 Jun 2019 1 repository listed
  This is the first work that explicitly emphasizes the challenge of saliency shift, i.
• Structure-measure: A New Way to Evaluate Foreground Maps
  2 Aug 2017 1 repository listed
  Our new measure simultaneously evaluates region-aware and object-aware structural similarity between a SM and a GT map.
• Real-Time Salient Object Detection With a Minimum Spanning Tree
  1 Jun 2016 1 repository listed
  In this paper, we present a real-time salient object detection system based on the minimum spanning tree.

Syntology lines on 2 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.