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 151–200 of 222 papers

TitleStatusHype
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
What is a salient object? A dataset and a baseline model for salient object detection—0
Multi-level Cross-modal Interaction Network for RGB-D Salient Object Detection—0
Multi-Scale Saliency Detection using Dictionary Learning—0
Nested Network with Two-Stream Pyramid for Salient Object Detection in Optical Remote Sensing Images—0
Neural ODEs for Image Segmentation with Level Sets—0
Object Detection with Deep Learning: A Review—0
OGNet: Salient Object Detection with Output-guided Attention Module—0
On the Distribution of Salient Objects in Web Images and its Influence on Salient Object Detection—0
Optimizing the F-measure for Threshold-free Salient Object Detection—0
Probabilistic Saliency Estimation—0
Pyramid Dilated Deeper ConvLSTM for Video Salient Object Detection—0
Motion Guided Attention for Video Salient Object DetectionCode0
A Novel Video Salient Object Detection Method via Semi-supervised Motion Quality PerceptionCode0
Memory-oriented Decoder for Light Field Salient Object DetectionCode0
ANDA: A Novel Data Augmentation Technique Applied to Salient Object DetectionCode0
A Fixation-based 360° Benchmark Dataset for Salient Object DetectionCode0
Saliency Pattern Detection by Ranking Structured TreesCode0
Non-Local Deep Features for Salient Object DetectionCode0
SaLite : A light-weight model for salient object detectionCode0
SE2Net: Siamese Edge-Enhancement Network for Salient Object DetectionCode0
Unconstrained Salient Object Detection via Proposal Subset OptimizationCode0
Towards High-Resolution Salient Object DetectionCode0
Learning Uncertain Convolutional Features for Accurate Saliency DetectionCode0
LCNN: Low-level Feature Embedded CNN for Salient Object DetectionCode0
PDNet: Prior-model Guided Depth-enhanced Network for Salient Object DetectionCode0
Pedestrian Detection in Thermal Images using Saliency MapsCode0
PiCANet: Learning Pixel-wise Contextual Attention for Saliency DetectionCode0
PiCANet: Pixel-wise Contextual Attention Learning for Accurate Saliency DetectionCode0
Semi-Supervised Video Salient Object Detection Using Pseudo-LabelsCode0
Progressive Attention Guided Recurrent Network for Salient Object DetectionCode0
Progressive Feature Polishing Network for Salient Object DetectionCode0
Progressively Complementarity-Aware Fusion Network for RGB-D Salient Object DetectionCode0
Knowing Depth Quality In Advance: A Depth Quality Assessment Method For RGB-D Salient Object DetectionCode0
Adaptive Fusion for RGB-D Salient Object DetectionCode0
Inner and Inter Label Propagation: Salient Object Detection in the WildCode0
Cascaded Partial Decoder for Fast and Accurate Salient Object DetectionCode0
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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