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
Agile Amulet: Real-Time Salient Object Detection with Contextual Attention—0
Salient Object Detection by Lossless Feature Reflection—0
Saliency-Enhanced Robust Visual Tracking—0
MSDNN: Multi-Scale Deep Neural Network for Salient Object Detection—0
Memory-Efficient Deep Salient Object Segmentation Networks on Gridized Superpixels—0
A novel graph structure for salient object detection based on divergence background and compact foreground—0
Robust Saliency Detection via Fusing Foreground and Background Priors—0
Automatic Salient Object Detection for Panoramic Images Using Region Growing and Fixation Prediction Model—0
Supervision by Fusion: Towards Unsupervised Learning of Deep Salient Object Detector—0
Delving Into Salient Object Subitizing and Detection—0
A Stagewise Refinement Model for Detecting Salient Objects in ImagesCode0
Saliency Pattern Detection by Ranking Structured TreesCode0
Look, Perceive and Segment: Finding the Salient Objects in Images via Two-Stream Fixation-Semantic CNNs—0
PiCANet: Learning Pixel-wise Contextual Attention for Saliency DetectionCode0
Self-explanatory Deep Salient Object Detection—0
An Unsupervised Game-Theoretic Approach to Saliency Detection—0
Learning Uncertain Convolutional Features for Accurate Saliency DetectionCode0
Amulet: Aggregating Multi-level Convolutional Features for Salient Object DetectionCode0
Video Salient Object Detection Using Spatiotemporal Deep Features—0
Towards the Success Rate of One: Real-time Unconstrained Salient Object Detection—0
Non-Local Deep Features for Salient Object DetectionCode0
Deep Level Sets for Salient Object Detection—0
Learning to Detect Salient Objects With Image-Level Supervision—0
What Is and What Is Not a Salient Object? Learning Salient Object Detector by Ensembling Linear Exemplar Regressors—0
Co-salient Object Detection Based on Deep Saliency Networks and Seed Propagation over an Integrated Graph—0
Integrated Deep and Shallow Networks for Salient Object Detection—0
Salient Object Detection with Semantic Priors—0
Learning RGB-D Salient Object Detection using background enclosure, depth contrast, and top-down features—0
Exploiting Color Name Space for Salient Object Detection—0
RGB-D Salient Object Detection Based on Discriminative Cross-modal Transfer Learning—0
Video Salient Object Detection via Fully Convolutional Networks—0
Hierarchical Salient Object Detection for Assisted Grasping—0
Multi-Scale Saliency Detection using Dictionary Learning—0
Backtracking Spatial Pyramid Pooling (SPP)-based Image Classifier for Weakly Supervised Top-down Salient Object Detection—0
A Benchmark Dataset and Saliency-guided Stacked Autoencoders for Video-based Salient Object Detection—0
Probabilistic Saliency Estimation—0
Edge Preserving and Multi-Scale Contextual Neural Network for Salient Object Detection—0
Salient Object Subitizing—0
RGBD Salient Object Detection via Deep Fusion—0
Real-Time Salient Object Detection With a Minimum Spanning TreeCode0
Unconstrained Salient Object Detection via Proposal Subset OptimizationCode0
DHSNet: Deep Hierarchical Saliency Network for Salient Object Detection—0
Local Background Enclosure for RGB-D Salient Object Detection—0
A Classifier-guided Approach for Top-down Salient Object Detection—0
Deep Contrast Learning for Salient Object Detection—0
HARF: Hierarchy-Associated Rich Features for Salient Object Detection—0
Minimum Barrier Salient Object Detection at 80 FPS—0
Generic Promotion of Diffusion-Based Salient Object Detection—0
DISC: Deep Image Saliency Computing via Progressive Representation Learning—0
Improvised Salient Object Detection and Manipulation—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
7InSPyReNetS-Measure0.93—Unverified
8CPDR-Lmean E-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, HRSOD)S-Measure0.87—Unverified
7BiRefNet (DUTS)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
7InSPyReNet (HRSOD, UHRSD)S-Measure0.96—Unverified
8BiRefNet (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 (DUTS, UHRSD)S-Measure0.95—Unverified
5BiRefNet (HRSOD, 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