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

Showing 151200 of 222 papers

TitleStatusHype
Deep Level Sets for Salient Object Detection0
Deep Reasoning with Multi-Scale Context for Salient Object Detection0
DeepSaliency: Multi-Task Deep Neural Network Model for Salient Object Detection0
DeepUSPS: Deep Robust Unsupervised Saliency Prediction With Self-Supervision0
DeepUSPS: Deep Robust Unsupervised Saliency Prediction via Self-supervision0
Delving Into Salient Object Subitizing and Detection0
Depthwise Non-local Module for Fast Salient Object Detection Using a Single Thread0
Detect Globally, Refine Locally: A Novel Approach to Saliency Detection0
DHSNet: Deep Hierarchical Saliency Network for Salient Object Detection0
DISC: Deep Image Saliency Computing via Progressive Representation Learning0
Distortion-adaptive Salient Object Detection in 360^ Omnidirectional Images0
DSAL-GAN: Denoising based Saliency Prediction with Generative Adversarial Networks0
Edge-guided Non-local Fully Convolutional Network for Salient Object Detection0
Edge Preserving and Multi-Scale Contextual Neural Network for Salient Object Detection0
Encoding Based Saliency Detection for Videos and Images0
Exploiting Color Name Space for Salient Object Detection0
Exploiting the Value of the Center-dark Channel Prior for Salient Object Detection0
Exploring Image Enhancement for Salient Object Detection in Low Light Images0
Exploring Reciprocal Attention for Salient Object Detection by Cooperative Learning0
Flow Guided Recurrent Neural Encoder for Video Salient Object Detection0
Generic Promotion of Diffusion-Based Salient Object Detection0
Geodesic-based Salient Object Detection0
HARF: Hierarchy-Associated Rich Features for Salient Object Detection0
Hierarchical Salient Object Detection for Assisted Grasping0
How to Evaluate Foreground Maps?0
HyperFusion-Net: Densely Reflective Fusion for Salient Object Detection0
Improvised Salient Object Detection and Manipulation0
Integrated Deep and Shallow Networks for Salient Object Detection0
Learning Discriminative Feature with CRF for Unsupervised Video Object Segmentation0
Learning Instance Activation Maps for Weakly Supervised Instance Segmentation0
Learning Optimal Seeds for Diffusion-based Salient Object Detection0
Learning RGB-D Salient Object Detection using background enclosure, depth contrast, and top-down features0
Learning to Detect Salient Objects With Image-Level Supervision0
Local Background Enclosure for RGB-D Salient Object Detection0
Look, Perceive and Segment: Finding the Salient Objects in Images via Two-Stream Fixation-Semantic CNNs0
Masking Salient Object Detection, a Mask Region-based Convolutional Neural Network Analysis for Segmentation of Salient Objects0
Memory-Efficient Deep Salient Object Segmentation Networks on Gridized Superpixels0
Minimum Barrier Salient Object Detection at 80 FPS0
MSDNN: Multi-Scale Deep Neural Network for Salient Object Detection0
Multi-level Cross-modal Interaction Network for RGB-D Salient Object Detection0
Multi-Scale Saliency Detection using Dictionary Learning0
Nested Network with Two-Stream Pyramid for Salient Object Detection in Optical Remote Sensing Images0
Neural ODEs for Image Segmentation with Level Sets0
Object Detection with Deep Learning: A Review0
OGNet: Salient Object Detection with Output-guided Attention Module0
On the Distribution of Salient Objects in Web Images and its Influence on Salient Object Detection0
Optimizing the F-measure for Threshold-free Salient Object Detection0
Probabilistic Saliency Estimation0
Pyramid Dilated Deeper ConvLSTM for Video Salient Object Detection0
Quality-Aware Multimodal Saliency Detection via Deep Reinforcement Learning0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1BiRefNet (DUTS, HRSOD, UHRSD)S-Measure0.94Unverified
2BiRefNet (DUTS, UHRSD)S-Measure0.94Unverified
3BiRefNet (DUTS)S-Measure0.94Unverified
4BiRefNet (DUTS, HRSOD)S-Measure0.94Unverified
5C4Netmean E-Measure0.94Unverified
6BiRefNet (HRSOD, UHRSD)S-Measure0.93Unverified
7InSPyReNetS-Measure0.93Unverified
8CPDR-Lmean E-Measure0.93Unverified
9M3Net-SS-Measure0.93Unverified
10TRACER-TE7S-Measure0.92Unverified
#ModelMetricClaimedVerifiedStatus
1CPDR-Lmean E-Measure0.88Unverified
2BiRefNet (DUTS, HRSOD, UHRSD)S-Measure0.88Unverified
3BiRefNet (DUTS, UHRSD)S-Measure0.88Unverified
4InSPyReNetS-Measure0.88Unverified
5M3Net-SS-Measure0.87Unverified
6BiRefNet (DUTS, HRSOD)S-Measure0.87Unverified
7BiRefNet (DUTS)S-Measure0.87Unverified
8C4Netmean E-Measure0.87Unverified
9BiRefNet (HRSOD, UHRSD)S-Measure0.86Unverified
10TRACER-TE7S-Measure0.86Unverified
#ModelMetricClaimedVerifiedStatus
1M3Net-SS-Measure0.95Unverified
2PoolNet (VGG-16)F-measure0.95Unverified
3InSPyReNetS-Measure0.94Unverified
4TRACER-TE7S-Measure0.94Unverified
5CFDNS-Measure0.93Unverified
6M3Net-RS-Measure0.93Unverified
7DSS (Res2Net-50)F-measure0.93Unverified
8UCNet-CVAES-Measure0.92Unverified
9CPD-R (ResNet50)F-measure0.92Unverified
10HybridSODS-Measure0.89Unverified
#ModelMetricClaimedVerifiedStatus
1InSPyReNetS-Measure0.94Unverified
2M3Net-SS-Measure0.94Unverified
3PoolNet (VGG-16)F-measure0.94Unverified
4TRACER-TE7S-Measure0.93Unverified
5M3Net-RS-Measure0.93Unverified
6UCNet-CVAES-Measure0.92Unverified
7UCNet-ABPS-Measure0.92Unverified
8DSS (Res2Net-50)F-measure0.91Unverified
9CPD-R (ResNet50)F-measure0.89Unverified
10HybridSODS-Measure0.89Unverified
#ModelMetricClaimedVerifiedStatus
1PDFNet (HRSOD,UHRSD)S-Measure0.96Unverified
2BiRefNet (DUTS, HRSOD, UHRSD)S-Measure0.96Unverified
3BiRefNet (DUTS, HRSOD)S-Measure0.96Unverified
4InSPyReNet (DUTS, HRSOD)S-Measure0.96Unverified
5BiRefNet (DUTS, UHRSD)S-Measure0.96Unverified
6BiRefNet (DUTS)S-Measure0.96Unverified
7InSPyReNet (HRSOD, UHRSD)S-Measure0.96Unverified
8BiRefNet (HRSOD, UHRSD)S-Measure0.96Unverified
9InSPyReNetS-Measure0.95Unverified
10PGNet (HRSOD, UHRSD)S-Measure0.94Unverified
#ModelMetricClaimedVerifiedStatus
1CFDNS-Measure0.89Unverified
2InSPyReNetS-Measure0.89Unverified
3M3Net-SS-Measure0.89Unverified
4TRACER-TE7S-Measure0.88Unverified
5PoolNet (VGG-16)F-measure0.88Unverified
6M3Net-RS-Measure0.87Unverified
7DSS (Res2Net-50)F-measure0.84Unverified
8HybridSODS-Measure0.83Unverified
9CPD-R (ResNet50)F-measure0.82Unverified
10BASNetMAE0.08Unverified
#ModelMetricClaimedVerifiedStatus
1BiRefNet (HRSOD, UHRSD)S-measure0.98Unverified
2BiRefNet (DUTS, HRSOD, UHRSD)S-measure0.98Unverified
3BiRefNet (DUTS, UHRSD)S-measure0.98Unverified
4BiRefNet (DUTS, HRSOD)S-measure0.97Unverified
5InSPyReNet (DUTS, HRSOD)S-measure0.97Unverified
6BiRefNet (DUTS)S-measure0.97Unverified
7InSPyReNetS-measure0.96Unverified
8PGNet (HRSOD, UHRSD)S-measure0.95Unverified
9PGNet (DUTS, HRSOD)S-measure0.95Unverified
10PGNetS-measure0.94Unverified
#ModelMetricClaimedVerifiedStatus
1BiRefNet (DUTS, HRSOD, UHRSD)S-Measure0.96Unverified
2PDFNet (HRSOD, UHRSD)S-Measure0.95Unverified
3InSPyReNet (HRSOD, UHRSD)S-Measure0.95Unverified
4BiRefNet (DUTS, UHRSD)S-Measure0.95Unverified
5BiRefNet (HRSOD, UHRSD)S-Measure0.95Unverified
6BiRefNet (DUTS, HRSOD)S-Measure0.94Unverified
7InSPyReNet (DUTS, HRSOD)S-Measure0.94Unverified
8PGNet (HRSOD, UHRSD)S-Measure0.94Unverified
9InSPyReNetS-Measure0.93Unverified
10BiRefNet (DUTS)S-Measure0.93Unverified
#ModelMetricClaimedVerifiedStatus
1DSSBalanced Error Rate10.48Unverified
2scGANBalanced Error Rate8.98Unverified
3DSCBalanced Error Rate8.24Unverified
4NLDFBalanced Error Rate7.5Unverified
5JDRBalanced Error Rate7.35Unverified
6BMPMBalanced Error Rate7.1Unverified
7CPDBalanced Error Rate6.76Unverified
#ModelMetricClaimedVerifiedStatus
1scGANBalanced Error Rate9.1Unverified
2JDRBalanced Error Rate8.14Unverified
3NLDFBalanced Error Rate7.02Unverified
4DSSBalanced Error Rate7Unverified
5BMPMBalanced Error Rate6.17Unverified
6DSCBalanced Error Rate5.59Unverified
7CPDBalanced Error Rate4.19Unverified
#ModelMetricClaimedVerifiedStatus
1PiCANetAverage MAE0.13Unverified
2AFNetAverage MAE0.12Unverified
3NLDFAverage MAE0.11Unverified
4SCRNAverage MAE0.1Unverified
5BASNetAverage MAE0.09Unverified
6UCNet-APBAverage MAE0.09Unverified
7UCNet-CVAEAverage MAE0.09Unverified
#ModelMetricClaimedVerifiedStatus
1scGANBalanced Error Rate11.5Unverified
2JDRBalanced Error Rate11.23Unverified
3DSSBalanced Error Rate10.56Unverified
4DSCBalanced Error Rate8.1Unverified
5BMPMBalanced Error Rate8.09Unverified
6NLDFBalanced Error Rate7.69Unverified
7CPDBalanced Error Rate7.21Unverified
#ModelMetricClaimedVerifiedStatus
1BASNetMAE0.11Unverified
2BMPMMAE0.11Unverified
3PoolNet (VGG-16)MAE0.1Unverified