Co-Salient Object Detection

Description from the archive archive 2025-07-28.

Benchmarks archive 2025-07-28

4 leaderboard tables shown for this task, 4 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

2 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

22 shown of 22 papers with code (44 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.

• EGNet: Edge Guidance Network for Salient Object Detection
  1 Oct 2019 7 repositories listed
  In the second step, we integrate the local edge information and global location information to obtain the salient edge features.
• GCoNet+: A Stronger Group Collaborative Co-Salient Object Detector
  30 May 2022 3 repositories listed
  In this paper, we present a novel end-to-end group collaborative learning network, termed GCoNet+, which can effectively and efficiently (250 fps) identify co-salient objects in natural scenes.
• Memory-aided Contrastive Consensus Learning for Co-salient Object Detection
  28 Feb 2023 2 repositories listed Syntology ran 2 of 7 samples · 5 unverified
  To learn better group consensus, we propose the Group Consensus Aggregation Module (GCAM) to abstract the common features of each image group; meanwhile, to make the consensus representation more discriminative, we…
• Global-and-Local Collaborative Learning for Co-Salient Object Detection
  19 Apr 2022 2 repositories listed
  In this paper, we propose a global-and-local collaborative learning architecture, which includes a global correspondence modeling (GCM) and a local correspondence modeling (LCM) to capture comprehensive inter-image…
• Re-thinking Co-Salient Object Detection
  7 Jul 2020 2 repositories listed
  CoSOD is an emerging and rapidly growing extension of salient object detection (SOD), which aims to detect the co-occurring salient objects in a group of images.
• Visual Consensus Prompting for Co-Salient Object Detection
  19 Apr 2025 1 repository listed
  Our VCP aims to induce the frozen foundation model to perform better on CoSOD tasks by formulating task-specific visual consensus prompts with minimized tunable parameters.
• Self-supervised co-salient object detection via feature correspondence at multiple scales
  17 Mar 2024 1 repository listed
  Extensive experiments on three CoSOD benchmark datasets show that our self-supervised model outperforms the corresponding state-of-the-art models by a huge margin (e.
• Towards Open-World Co-Salient Object Detection with Generative Uncertainty-aware Group Selective Exchange-Masking
  16 Oct 2023 1 repository listed
  To simultaneously consider the uncertainty introduced by irrelevant images and the consensus features of the remaining relevant images in the group, we designed a latent variable generator branch and CoSOD transformer…
• Zero-Shot Co-salient Object Detection Framework
  11 Sep 2023 1 repository listed
  Despite recent advancements in deep learning models, these models still rely on training with well-annotated CoSOD datasets.
• Advancing Referring Expression Segmentation Beyond Single Image
  21 May 2023 1 repository listed
  To overcome this limitation, we propose a more realistic and general setting, named Group-wise Referring Expression Segmentation (GRES), which expands RES to a collection of related images, allowing the described…
• Discriminative Co-Saliency and Background Mining Transformer for Co-Salient Object Detection
  30 Apr 2023 1 repository listed
  Then, we use two types of pre-defined tokens to mine co-saliency and background information via our proposed contrast-induced pixel-to-token correlation and co-saliency token-to-token correlation modules.
• Co-Salient Object Detection with Co-Representation Purification
  14 Mar 2023 1 repository listed
  Such irrelevant information in the co-representation interferes with its locating of co-salient objects.
• Democracy Does Matter: Comprehensive Feature Mining for Co-Salient Object Detection
  11 Mar 2022 1 repository listed Syntology ran 0 of 1 samples · 1 unverified · 1 pointer-only (licence)
  To achieve this, we design a democratic prototype generation module to generate democratic response maps, covering sufficient co-salient regions and thereby involving more shared attributes of co-salient objects.
• 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.
• Summarize and Search: Learning Consensus-aware Dynamic Convolution for Co-Saliency Detection
  1 Oct 2021 1 repository listed Syntology ran 5 of 10 samples · 5 unverified · 10 pointer-only (licence)
  In this paper, we propose a novel consensus-aware dynamic convolution model to explicitly and effectively perform the "summarize and search" process.
• Group Collaborative Learning for Co-Salient Object Detection
  15 Mar 2021 1 repository listed
  We present a novel group collaborative learning framework (GCoNet) capable of detecting co-salient objects in real time (16ms), by simultaneously mining consensus representations at group level based on the two…
• CoADNet: Collaborative Aggregation-and-Distribution Networks for Co-Salient Object Detection
  10 Nov 2020 1 repository listed
  In the first stage, we propose a group-attentional semantic aggregation module that models inter-image relationships to generate the group-wise semantic representations.
• Can You Spot the Chameleon? Adversarially Camouflaging Images from Co-Salient Object Detection
  19 Sep 2020 1 repository listed Syntology ran 0 of 1 samples · 1 unverified
  In this paper, we address this problem from the perspective of adversarial attacks and identify a novel task: adversarial co-saliency attack.
• Taking a Deeper Look at Co-Salient Object Detection
  1 Jun 2020 1 repository listed
  Co-salient object detection (CoSOD) is a newly emerging and rapidly growing branch of salient object detection (SOD), which aims to detect the co-occurring salient objects in multiple images.
• Gradient-Induced Co-Saliency Detection
  28 Apr 2020 1 repository listed
  Co-saliency detection (Co-SOD) aims to segment the common salient foreground in a group of relevant images.
• Adaptive Graph Convolutional Network with Attention Graph Clustering for Co-saliency Detection
  13 Mar 2020 1 repository listed
  Second, we develop an attention graph clustering algorithm to discriminate the common objects from all the salient foreground objects in an unsupervised fashion.
• DeepCO3: Deep Instance Co-Segmentation by Co-Peak Search and Co-Saliency Detection
  1 Jun 2019 1 repository listed
  We solve this task by dividing it into two sub-tasks, co-peak search and instance mask segmentation.

Syntology lines on 5 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.