SOTAVerified

RGB Salient Object Detection

RGB Salient object detection is a task-based on a visual attention mechanism, in which algorithms aim to explore objects or regions more attentive than the surrounding areas on the scene or RGB images.

( Image credit: Attentive Feedback Network for Boundary-Aware Salient Object Detection )

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 101–150 of 222 papers

TitleStatusHype
Salient Object Detection via High-to-Low Hierarchical Context Aggregation—0
Salient Object Detection via Objectness Measure—0
Salient Object Detection with Lossless Feature Reflection and Weighted Structural Loss—0
Salient Object Detection With Pyramid Attention and Salient Edges—0
Salient Object Detection with Semantic Priors—0
Salient Objects in Clutter: Bringing Salient Object Detection to the Foreground—0
Salient Object Subitizing—0
Salient Structure Detection by Context-Guided Visual Search—0
Selectivity or Invariance: Boundary-aware Salient Object Detection—0
Self-explanatory Deep Salient Object Detection—0
Sequential Clique Optimization for Video Object Segmentation—0
Super Diffusion for Salient Object Detection—0
Supervision by Fusion: Towards Unsupervised Learning of Deep Salient Object Detector—0
TENet: Triple Excitation Network for Video Salient Object Detection—0
DyStaB: Unsupervised Object Segmentation via Dynamic-Static Bootstrapping—0
Towards the Success Rate of One: Real-time Unconstrained Salient Object Detection—0
Video Saliency Detection by 3D Convolutional Neural Networks—0
Video Salient Object Detection Using Spatiotemporal Deep Features—0
Video Salient Object Detection via Fully Convolutional Networks—0
Weakly Supervised Learning for Salient Object Detection—0
Weakly Supervised Salient Object Detection Using Image Labels—0
What Is and What Is Not a Salient Object? Learning Salient Object Detector by Ensembling Linear Exemplar Regressors—0
10,000+ Times Accelerated Robust Subset Selection (ARSS)—0
What is a salient object? A dataset and a baseline model for salient object detection—0
ROSA: Robust Salient Object Detection against Adversarial Attacks—0
A Benchmark Dataset and Saliency-guided Stacked Autoencoders for Video-based Salient Object Detection—0
A Bi-Directional Message Passing Model for Salient Object Detection—0
A Classifier-guided Approach for Top-down Salient Object Detection—0
A Deeper Look at Salient Object Detection: Bi-stream Network with a Small Training Dataset—0
Agile Amulet: Real-Time Salient Object Detection with Contextual Attention—0
An Integration of Bottom-up and Top-Down Salient Cues on RGB-D Data: Saliency from Objectness vs. Non-Objectness—0
An Iterative and Cooperative Top-Down and Bottom-Up Inference Network for Salient Object Detection—0
A novel graph structure for salient object detection based on divergence background and compact foreground—0
An Unsupervised Game-Theoretic Approach to Saliency Detection—0
Attention-based Assisted Excitation for Salient Object Detection—0
Automatic Salient Object Detection for Panoramic Images Using Region Growing and Fixation Prediction Model—0
Backtracking Spatial Pyramid Pooling (SPP)-based Image Classifier for Weakly Supervised Top-down Salient Object Detection—0
Boundary-Aware Salient Object Detection via Recurrent Two-Stream Guided Refinement Network—0
Boundary-guided Feature Aggregation Network for Salient Object Detection—0
C^4Net: Contextual Compression and Complementary Combination Network for Salient Object Detection—0
CapSal: Leveraging Captioning to Boost Semantics for Salient Object Detection—0
CNN-based RGB-D Salient Object Detection: Learn, Select and Fuse—0
Coarse-to-Fine Salient Object Detection with Low-Rank Matrix Recovery—0
Context Proposals for Saliency Detection—0
Contextual Hypergraph Modelling for Salient Object Detection—0
Contrast-Oriented Deep Neural Networks for Salient Object Detection—0
Co-salient Object Detection Based on Deep Saliency Networks and Seed Propagation over an Integrated Graph—0
CPDR: Towards Highly-Efficient Salient Object Detection via Crossed Post-decoder Refinement—0
Cross-layer Feature Pyramid Network for Salient Object Detection—0
Deep Contrast Learning for Salient Object Detection—0
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All datasetsDUTS-TEDUT-OMRONECSSDHKU-ISHRSODPASCAL-SDAVIS-SUHRSDISTDSBU / SBU-RefineSOCUCF

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1BiRefNet (DUTS, HRSOD, UHRSD)S-Measure0.94—Unverified
2BiRefNet (DUTS, UHRSD)S-Measure0.94—Unverified
3BiRefNet (DUTS)S-Measure0.94—Unverified
4BiRefNet (DUTS, HRSOD)S-Measure0.94—Unverified
5C4Netmean E-Measure0.94—Unverified
6BiRefNet (HRSOD, UHRSD)S-Measure0.93—Unverified
7CPDR-Lmean E-Measure0.93—Unverified
8InSPyReNetS-Measure0.93—Unverified
9M3Net-SS-Measure0.93—Unverified
10TRACER-TE7S-Measure0.92—Unverified
#ModelMetricClaimedVerifiedStatus
1CPDR-Lmean E-Measure0.88—Unverified
2BiRefNet (DUTS, HRSOD, UHRSD)S-Measure0.88—Unverified
3BiRefNet (DUTS, UHRSD)S-Measure0.88—Unverified
4InSPyReNetS-Measure0.88—Unverified
5M3Net-SS-Measure0.87—Unverified
6BiRefNet (DUTS)S-Measure0.87—Unverified
7BiRefNet (DUTS, HRSOD)S-Measure0.87—Unverified
8C4Netmean E-Measure0.87—Unverified
9BiRefNet (HRSOD, UHRSD)S-Measure0.86—Unverified
10TRACER-TE7S-Measure0.86—Unverified
#ModelMetricClaimedVerifiedStatus
1M3Net-SS-Measure0.95—Unverified
2PoolNet (VGG-16)F-measure0.95—Unverified
3InSPyReNetS-Measure0.94—Unverified
4TRACER-TE7S-Measure0.94—Unverified
5CFDNS-Measure0.93—Unverified
6M3Net-RS-Measure0.93—Unverified
7DSS (Res2Net-50)F-measure0.93—Unverified
8UCNet-CVAES-Measure0.92—Unverified
9CPD-R (ResNet50)F-measure0.92—Unverified
10HybridSODS-Measure0.89—Unverified
#ModelMetricClaimedVerifiedStatus
1InSPyReNetS-Measure0.94—Unverified
2M3Net-SS-Measure0.94—Unverified
3PoolNet (VGG-16)F-measure0.94—Unverified
4TRACER-TE7S-Measure0.93—Unverified
5M3Net-RS-Measure0.93—Unverified
6UCNet-CVAES-Measure0.92—Unverified
7UCNet-ABPS-Measure0.92—Unverified
8DSS (Res2Net-50)F-measure0.91—Unverified
9CPD-R (ResNet50)F-measure0.89—Unverified
10HybridSODS-Measure0.89—Unverified
#ModelMetricClaimedVerifiedStatus
1PDFNet (HRSOD,UHRSD)S-Measure0.96—Unverified
2BiRefNet (DUTS, HRSOD, UHRSD)S-Measure0.96—Unverified
3BiRefNet (DUTS, HRSOD)S-Measure0.96—Unverified
4InSPyReNet (DUTS, HRSOD)S-Measure0.96—Unverified
5BiRefNet (DUTS, UHRSD)S-Measure0.96—Unverified
6BiRefNet (DUTS)S-Measure0.96—Unverified
7BiRefNet (HRSOD, UHRSD)S-Measure0.96—Unverified
8InSPyReNet (HRSOD, UHRSD)S-Measure0.96—Unverified
9InSPyReNetS-Measure0.95—Unverified
10PGNet (HRSOD, UHRSD)S-Measure0.94—Unverified
#ModelMetricClaimedVerifiedStatus
1CFDNS-Measure0.89—Unverified
2InSPyReNetS-Measure0.89—Unverified
3M3Net-SS-Measure0.89—Unverified
4TRACER-TE7S-Measure0.88—Unverified
5PoolNet (VGG-16)F-measure0.88—Unverified
6M3Net-RS-Measure0.87—Unverified
7DSS (Res2Net-50)F-measure0.84—Unverified
8HybridSODS-Measure0.83—Unverified
9CPD-R (ResNet50)F-measure0.82—Unverified
10BASNetMAE0.08—Unverified
#ModelMetricClaimedVerifiedStatus
1BiRefNet (HRSOD, UHRSD)S-measure0.98—Unverified
2BiRefNet (DUTS, HRSOD, UHRSD)S-measure0.98—Unverified
3BiRefNet (DUTS, UHRSD)S-measure0.98—Unverified
4BiRefNet (DUTS, HRSOD)S-measure0.97—Unverified
5InSPyReNet (DUTS, HRSOD)S-measure0.97—Unverified
6BiRefNet (DUTS)S-measure0.97—Unverified
7InSPyReNetS-measure0.96—Unverified
8PGNet (HRSOD, UHRSD)S-measure0.95—Unverified
9PGNet (DUTS, HRSOD)S-measure0.95—Unverified
10PGNetS-measure0.94—Unverified
#ModelMetricClaimedVerifiedStatus
1BiRefNet (DUTS, HRSOD, UHRSD)S-Measure0.96—Unverified
2PDFNet (HRSOD, UHRSD)S-Measure0.95—Unverified
3InSPyReNet (HRSOD, UHRSD)S-Measure0.95—Unverified
4BiRefNet (HRSOD, UHRSD)S-Measure0.95—Unverified
5BiRefNet (DUTS, UHRSD)S-Measure0.95—Unverified
6BiRefNet (DUTS, HRSOD)S-Measure0.94—Unverified
7InSPyReNet (DUTS, HRSOD)S-Measure0.94—Unverified
8PGNet (HRSOD, UHRSD)S-Measure0.94—Unverified
9InSPyReNetS-Measure0.93—Unverified
10BiRefNet (DUTS)S-Measure0.93—Unverified
#ModelMetricClaimedVerifiedStatus
1DSSBalanced Error Rate10.48—Unverified
2scGANBalanced Error Rate8.98—Unverified
3DSCBalanced Error Rate8.24—Unverified
4NLDFBalanced Error Rate7.5—Unverified
5JDRBalanced Error Rate7.35—Unverified
6BMPMBalanced Error Rate7.1—Unverified
7CPDBalanced Error Rate6.76—Unverified
#ModelMetricClaimedVerifiedStatus
1scGANBalanced Error Rate9.1—Unverified
2JDRBalanced Error Rate8.14—Unverified
3NLDFBalanced Error Rate7.02—Unverified
4DSSBalanced Error Rate7—Unverified
5BMPMBalanced Error Rate6.17—Unverified
6DSCBalanced Error Rate5.59—Unverified
7CPDBalanced Error Rate4.19—Unverified
#ModelMetricClaimedVerifiedStatus
1PiCANetAverage MAE0.13—Unverified
2AFNetAverage MAE0.12—Unverified
3NLDFAverage MAE0.11—Unverified
4SCRNAverage MAE0.1—Unverified
5BASNetAverage MAE0.09—Unverified
6UCNet-APBAverage MAE0.09—Unverified
7UCNet-CVAEAverage MAE0.09—Unverified
#ModelMetricClaimedVerifiedStatus
1scGANBalanced Error Rate11.5—Unverified
2JDRBalanced Error Rate11.23—Unverified
3DSSBalanced Error Rate10.56—Unverified
4DSCBalanced Error Rate8.1—Unverified
5BMPMBalanced Error Rate8.09—Unverified
6NLDFBalanced Error Rate7.69—Unverified
7CPDBalanced Error Rate7.21—Unverified
#ModelMetricClaimedVerifiedStatus
1BASNetMAE0.11—Unverified
2BMPMMAE0.11—Unverified
3PoolNet (VGG-16)MAE0.1—Unverified