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RGB-D Salient Object Detection

RGB-D Salient object detection (SOD) aims at distinguishing the most visually distinctive objects or regions in a scene from the given RGB and Depth data. It has a wide range of applications, including video/image segmentation, object recognition, visual tracking, foreground maps evaluation, image retrieval, content-aware image editing, information discovery, photosynthesis, and weakly supervised semantic segmentation. Here, depth information plays an important complementary role in finding salient objects. Online benchmark: http://dpfan.net/d3netbenchmark.

( Image credit: Rethinking RGB-D Salient Object Detection: Models, Data Sets, and Large-Scale Benchmarks, TNNLS20 )

Papers

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Showing 1–50 of 88 papers

TitleStatusHype
Lightweight RGB-D Salient Object Detection from a Speed-Accuracy Tradeoff PerspectiveCode1
Dual Mutual Learning Network with Global-local Awareness for RGB-D Salient Object DetectionCode0
MambaSOD: Dual Mamba-Driven Cross-Modal Fusion Network for RGB-D Salient Object DetectionCode1
CoLA: Conditional Dropout and Language-driven Robust Dual-modal Salient Object DetectionCode1
A Saliency Enhanced Feature Fusion based multiscale RGB-D Salient Object Detection Network—0
DFormer: Rethinking RGBD Representation Learning for Semantic SegmentationCode2
Decomposed Guided Dynamic Filters for Efficient RGB-Guided Depth Completion—0
Point-aware Interaction and CNN-induced Refinement Network for RGB-D Salient Object DetectionCode0
HODINet: High-Order Discrepant Interaction Network for RGB-D Salient Object Detection—0
RXFOOD: Plug-in RGB-X Fusion for Object of Interest Detection—0
Mutual Information Regularization for Weakly-supervised RGB-D Salient Object DetectionCode1
Hierarchical Cross-modal Transformer for RGB-D Salient Object Detection—0
HiDAnet: RGB-D Salient Object Detection via Hierarchical Depth Awareness—0
CIR-Net: Cross-modality Interaction and Refinement for RGB-D Salient Object DetectionCode0
Depth Quality-Inspired Feature Manipulation for Efficient RGB-D and Video Salient Object DetectionCode1
SPSN: Superpixel Prototype Sampling Network for RGB-D Salient Object DetectionCode1
SiaTrans: Siamese Transformer Network for RGB-D Salient Object Detection with Depth Image Classification—0
TANet: Transformer-based Asymmetric Network for RGB-D Salient Object DetectionCode0
Dynamic Message Propagation Network for RGB-D Salient Object Detection—0
Dual Swin-Transformer based Mutual Interactive Network for RGB-D Salient Object Detection—0
Promoting Saliency From Depth: Deep Unsupervised RGB-D Saliency DetectionCode1
An Energy-Based Prior for Generative SaliencyCode1
GroupTransNet: Group Transformer Network for RGB-D Salient Object Detection—0
Joint Learning of Salient Object Detection, Depth Estimation and Contour ExtractionCode1
Multi-Scale Iterative Refinement Network for RGB-D Salient Object Detection—0
Boosting RGB-D Saliency Detection by Leveraging Unlabeled RGB ImagesCode0
Learning Generative Vision Transformer with Energy-Based Latent Space for Saliency Prediction—0
CAVER: Cross-Modal View-Mixed Transformer for Bi-Modal Salient Object DetectionCode1
MutualFormer: Multi-Modality Representation Learning via Cross-Diffusion AttentionCode1
Joint Semantic Mining for Weakly Supervised RGB-D Salient Object DetectionCode0
M2RNet: Multi-modal and Multi-scale Refined Network for RGB-D Salient Object Detection—0
ACFNet: Adaptively-Cooperative Fusion Network for RGB-D Salient Object Detection—0
RGB-D Salient Object Detection with Ubiquitous Target Awareness—0
Modal-Adaptive Gated Recoding Network for RGB-D Salient Object Detection—0
TriTransNet: RGB-D Salient Object Detection with a Triplet Transformer Embedding NetworkCode1
Cross-modality Discrepant Interaction Network for RGB-D Salient Object DetectionCode0
Depth Quality-Inspired Feature Manipulation for Efficient RGB-D Salient Object DetectionCode1
Calibrated RGB-D Salient Object DetectionCode1
Dynamic Knowledge Distillation With Noise Elimination for RGB-D Salient Object Detection—0
Progressive Multi-scale Fusion Network for RGB-D Salient Object Detection—0
Visual Saliency TransformerCode1
Middle-level Fusion for Lightweight RGB-D Salient Object Detection—0
BTS-Net: Bi-directional Transfer-and-Selection Network For RGB-D Salient Object DetectionCode1
Deep RGB-D Saliency Detection with Depth-Sensitive Attention and Automatic Multi-Modal FusionCode1
Densely Deformable Efficient Salient Object Detection NetworkCode1
Self-Supervised Pretraining for RGB-D Salient Object DetectionCode1
RGB-D Salient Object Detection via 3D Convolutional Neural NetworksCode1
MobileSal: Extremely Efficient RGB-D Salient Object DetectionCode0
A Unified Structure for Efficient RGB and RGB-D Salient Object Detection—0
Learning Selective Mutual Attention and Contrast for RGB-D Saliency DetectionCode1
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