| GCoNet+: A Stronger Group Collaborative Co-Salient Object Detector | May 30, 2022 | Co-Salient Object DetectionObject | CodeCode Available | 4 | 5 |
| Memory-aided Contrastive Consensus Learning for Co-salient Object Detection | Feb 28, 2023 | Co-Salient Object Detectionobject-detection | CodeCode Available | 4 | 5 |
| Revisiting Image Pyramid Structure for High Resolution Salient Object Detection | Sep 20, 2022 | Dichotomous Image SegmentationObject Detection | CodeCode Available | 3 | 5 |
| SAM2-UNet: Segment Anything 2 Makes Strong Encoder for Natural and Medical Image Segmentation | Aug 16, 2024 | Image SegmentationMarine Animal Segmentation | CodeCode Available | 3 | 5 |
| U^2-Net: Going Deeper with Nested U-Structure for Salient Object Detection | May 18, 2020 | Dichotomous Image SegmentationGPU | CodeCode Available | 3 | 5 |
| FOCUS: Towards Universal Foreground Segmentation | Jan 9, 2025 | Camouflaged Object SegmentationDefocus Blur Detection | CodeCode Available | 2 | 5 |
| DFormer: Rethinking RGBD Representation Learning for Semantic Segmentation | Sep 18, 2023 | 3D geometryDecoder | CodeCode Available | 2 | 5 |
| Diving into Underwater: Segment Anything Model Guided Underwater Salient Instance Segmentation and A Large-scale Dataset | Jun 10, 2024 | Instance SegmentationSalient Object Detection | CodeCode Available | 2 | 5 |
| Multi-Scale and Detail-Enhanced Segment Anything Model for Salient Object Detection | Aug 8, 2024 | object-detectionObject Detection | CodeCode Available | 2 | 5 |
| A Unified Transformer Framework for Group-based Segmentation: Co-Segmentation, Co-Saliency Detection and Video Salient Object Detection | Mar 9, 2022 | Co-Salient Object Detectionobject-detection | CodeCode Available | 2 | 5 |
| Explicit Visual Prompting for Low-Level Structure Segmentations | Mar 20, 2023 | Camouflaged Object SegmentationDefocus Blur Detection | CodeCode Available | 2 | 5 |
| Samba: A Unified Mamba-based Framework for General Salient Object Detection | Jan 1, 2025 | Mambaobject-detection | CodeCode Available | 2 | 5 |
| Seg-R1: Segmentation Can Be Surprisingly Simple with Reinforcement Learning | Jun 27, 2025 | Foreground Segmentationobject-detection | CodeCode Available | 2 | 5 |
| Explicit Visual Prompting for Universal Foreground Segmentations | May 29, 2023 | Camouflaged Object SegmentationDefocus Blur Detection | CodeCode Available | 2 | 5 |
| Depth-Cooperated Trimodal Network for Video Salient Object Detection | Feb 12, 2022 | Objectobject-detection | CodeCode Available | 1 | 5 |
| Densely Deformable Efficient Salient Object Detection Network | Feb 12, 2021 | Objectobject-detection | CodeCode Available | 1 | 5 |
| DPANet: Depth Potentiality-Aware Gated Attention Network for RGB-D Salient Object Detection | Mar 19, 2020 | object-detectionObject Detection | CodeCode Available | 1 | 5 |
| Deep RGB-D Saliency Detection with Depth-Sensitive Attention and Automatic Multi-Modal Fusion | Mar 22, 2021 | object-detectionObject Detection | CodeCode Available | 1 | 5 |
| Deeply supervised salient object detection with short connections | Nov 15, 2016 | Boundary DetectionObject | CodeCode Available | 1 | 5 |
| Democracy Does Matter: Comprehensive Feature Mining for Co-Salient Object Detection | Mar 11, 2022 | Contrastive LearningCo-Salient Object Detection | CodeCode Available | 1 | 5 |
| Depth Quality Aware Salient Object Detection | Aug 7, 2020 | Objectobject-detection | CodeCode Available | 1 | 5 |
| CAGNet: Content-Aware Guidance for Salient Object Detection | Nov 29, 2019 | Objectobject-detection | CodeCode Available | 1 | 5 |
| Class-Agnostic Segmentation Loss and Its Application to Salient Object Detection and Segmentation | Jul 16, 2021 | Objectobject-detection | CodeCode Available | 1 | 5 |
| CMA-Net: A Cascaded Mutual Attention Network for Light Field Salient Object Detection | May 3, 2021 | object-detectionObject Detection | CodeCode Available | 1 | 5 |
| Alignment-Free RGBT Salient Object Detection: Semantics-guided Asymmetric Correlation Network and A Unified Benchmark | Jun 3, 2024 | object-detectionObject Detection | CodeCode Available | 1 | 5 |
| Class-Agnostic Segmentation Loss and Its Application to Salient Object Detection and Segmentation | Oct 28, 2020 | Objectobject-detection | CodeCode Available | 1 | 5 |
| Accurate RGB-D Salient Object Detection via Collaborative Learning | Jul 23, 2020 | Objectobject-detection | CodeCode Available | 1 | 5 |
| Dense Attention Fluid Network for Salient Object Detection in Optical Remote Sensing Images | Nov 26, 2020 | object-detectionObject Detection | CodeCode Available | 1 | 5 |
| Densely Nested Top-Down Flows for Salient Object Detection | Feb 18, 2021 | Objectobject-detection | CodeCode Available | 1 | 5 |
| An Energy-Based Prior for Generative Saliency | Apr 19, 2022 | object-detectionObject Detection | CodeCode Available | 1 | 5 |
| Calibrated RGB-D Salient Object Detection | Jun 19, 2021 | Objectobject-detection | CodeCode Available | 1 | 5 |
| Dataset Enhancement with Instance-Level Augmentations | Jun 12, 2024 | Data AugmentationObject | CodeCode Available | 1 | 5 |
| Co-Salient Object Detection with Co-Representation Purification | Mar 14, 2023 | Co-Salient Object DetectionObject | CodeCode Available | 1 | 5 |
| ComPtr: Towards Diverse Bi-source Dense Prediction Tasks via A Simple yet General Complementary Transformer | Jul 23, 2023 | Change DetectionCrowd Counting | CodeCode Available | 1 | 5 |
| Cross-Modal Weighting Network for RGB-D Salient Object Detection | Jul 9, 2020 | object-detectionObject Detection | CodeCode Available | 1 | 5 |
| DC-Net: Divide-and-Conquer for Salient Object Detection | May 24, 2023 | DecoderObject | CodeCode Available | 1 | 5 |
| BBS-Net: RGB-D Salient Object Detection with a Bifurcated Backbone Strategy Network | Aug 1, 2020 | object-detectionObject Detection | CodeCode Available | 1 | 5 |
| Benchmarking Deep Models for Salient Object Detection | Feb 7, 2022 | BenchmarkingObject | CodeCode Available | 1 | 5 |
| Activation to Saliency: Forming High-Quality Labels for Completely Unsupervised Salient Object Detection | Dec 7, 2021 | object-detectionObject Detection | CodeCode Available | 1 | 5 |
| BTS-Net: Bi-directional Transfer-and-Selection Network For RGB-D Salient Object Detection | Apr 5, 2021 | Decoderobject-detection | CodeCode Available | 1 | 5 |
| Texture-guided Saliency Distilling for Unsupervised Salient Object Detection | Jul 13, 2022 | Objectobject-detection | CodeCode Available | 1 | 5 |
| Contour Knowledge Transfer for Salient Object Detection | Sep 1, 2018 | Contour DetectionObject | CodeCode Available | 1 | 5 |
| Adapting Segment Anything Model to Multi-modal Salient Object Detection with Semantic Feature Fusion Guidance | Aug 27, 2024 | Decoderobject-detection | CodeCode Available | 1 | 5 |
| A Simple Pooling-Based Design for Real-Time Salient Object Detection | Apr 21, 2019 | object-detectionObject Detection | CodeCode Available | 1 | 5 |
| A Simple yet Effective Network based on Vision Transformer for Camouflaged Object and Salient Object Detection | Feb 29, 2024 | Objectobject-detection | CodeCode Available | 1 | 5 |
| A Single Stream Network for Robust and Real-time RGB-D Salient Object Detection | Jul 14, 2020 | Decoderobject-detection | CodeCode Available | 1 | 5 |
| ASOD60K: An Audio-Induced Salient Object Detection Dataset for Panoramic Videos | Jul 24, 2021 | 4kObject | CodeCode Available | 1 | 5 |
| A lightweight multi-scale context network for salient object detection in optical remote sensing images | May 18, 2022 | object-detectionObject Detection | CodeCode Available | 1 | 5 |
| Alignment-Free RGB-T Salient Object Detection: A Large-scale Dataset and Progressive Correlation Network | Dec 19, 2024 | object-detectionObject Detection | CodeCode Available | 1 | 5 |
| BiconNet: An Edge-preserved Connectivity-based Approach for Salient Object Detection | Feb 27, 2021 | object-detectionObject Detection | CodeCode Available | 1 | 5 |
