SOTAVerified

Salient Object Detection

Papers

Showing 150 of 527 papers

TitleStatusHype
Seg-R1: Segmentation Can Be Surprisingly Simple with Reinforcement LearningCode2
Lightweight RGB-D Salient Object Detection from a Speed-Accuracy Tradeoff PerspectiveCode1
FLIM-based Salient Object Detection Networks with Adaptive DecodersCode0
Visual Consensus Prompting for Co-Salient Object DetectionCode1
Multi-level Cellular Automata for FLIM networks0
Flyweight FLIM Networks for Salient Object Detection in Biomedical Images0
Uncertainty Guided Refinement for Fine-Grained Salient Object DetectionCode1
Saliency-Motion Guided Trunk-Collateral Network for Unsupervised Video Object Segmentation0
KAN-SAM: Kolmogorov-Arnold Network Guided Segment Anything Model for RGB-T Salient Object Detection0
Hyperspectral Remote Sensing Images Salient Object Detection: The First Benchmark Dataset and BaselineCode1
CFMD: Dynamic Cross-layer Feature Fusion for Salient Object Detection0
HSOD-BIT-V2: A New Challenging Benchmarkfor Hyperspectral Salient Object DetectionCode0
SSNet: Saliency Prior and State Space Model-based Network for Salient Object Detection in RGB-D Images0
Unifying Light Field Perception with Field of ParallaxCode0
Geometry-Aware 3D Salient Object Detection Network0
Multi-Task-oriented Nighttime Haze Imaging Enhancer for Vision-driven Measurement SystemsCode0
Learning Motion and Temporal Cues for Unsupervised Video Object SegmentationCode1
CPDR: Towards Highly-Efficient Salient Object Detection via Crossed Post-decoder Refinement0
FOCUS: Towards Universal Foreground SegmentationCode2
Boosting Salient Object Detection with Knowledge Distillated from Large Foundation Models0
Dual Mutual Learning Network with Global-local Awareness for RGB-D Salient Object DetectionCode0
Samba: A Unified Mamba-based Framework for General Salient Object DetectionCode2
Spectrum-oriented Point-supervised Saliency Detector for Hyperspectral ImagesCode0
Seamless Detection: Unifying Salient Object Detection and Camouflaged Object DetectionCode1
Alignment-Free RGB-T Salient Object Detection: A Large-scale Dataset and Progressive Correlation NetworkCode1
Unconstrained Salient and Camouflaged Object Detection0
Divide-and-Conquer: Confluent Triple-Flow Network for RGB-T Salient Object Detection0
Deep Fourier-embedded Network for Bi-modal Salient Object DetectionCode1
Transforming Static Images Using Generative Models for Video Salient Object Detection0
Instruction-Driven Fusion of Infrared-Visible Images: Tailoring for Diverse Downstream Tasks0
United Domain Cognition Network for Salient Object Detection in Optical Remote Sensing ImagesCode0
LFSamba: Marry SAM with Mamba for Light Field Salient Object DetectionCode0
Efficient Fourier Filtering Network with Contrastive Learning for UAV-based Unaligned Bi-modal Salient Object DetectionCode1
Localization, balance and affinity: a stronger multifaceted collaborative salient object detector in remote sensing images0
Part-Whole Relational Fusion Towards Multi-Modal Scene UnderstandingCode0
MambaSOD: Dual Mamba-Driven Cross-Modal Fusion Network for RGB-D Salient Object DetectionCode1
Robust Salient Object Detection on Compressed Images Using Convolutional Neural Networks0
SSFam: Scribble Supervised Salient Object Detection FamilyCode1
Pluralistic Salient Object Detection0
CONDA: Condensed Deep Association Learning for Co-Salient Object Detection0
SODAWideNet++: Combining Attention and Convolutions for Salient Object DetectionCode0
Adapting Segment Anything Model to Multi-modal Salient Object Detection with Semantic Feature Fusion GuidanceCode1
Depth-guided Texture Diffusion for Image Semantic Segmentation0
SAM2-UNet: Segment Anything 2 Makes Strong Encoder for Natural and Medical Image SegmentationCode3
Multi-Scale and Detail-Enhanced Segment Anything Model for Salient Object DetectionCode2
PGNeXt: High-Resolution Salient Object Detection via Pyramid Grafting Network0
PEEKABOO: Hiding parts of an image for unsupervised object localizationCode0
Improving Unsupervised Video Object Segmentation via Fake Flow Generation0
CoLA: Conditional Dropout and Language-driven Robust Dual-modal Salient Object DetectionCode1
FIPGNet:Pyramid grafting network with feature interaction strategies0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1SAM2-UNetS-measure0.95Unverified
2FOCUSS-measure0.94Unverified
3SelfReformer-SwinS-measure0.94Unverified
4EVPv2S-measure0.94Unverified
5SelfReformerS-measure0.94Unverified
6EVPv1S-measure0.94Unverified
7LDF(ours)S-measure0.92Unverified
8F3NetS-measure0.92Unverified
9RCSBS-measure0.92Unverified
10F3NetS-measure0.92Unverified
#ModelMetricClaimedVerifiedStatus
1FOCUSS-measure0.9Unverified
2SAM2-UNetS-measure0.89Unverified
3EVPv2S-measure0.88Unverified
4EVPv1S-measure0.88Unverified
5SelfReformer-SwinS-measure0.88Unverified
6SelfReformerS-measure0.87Unverified
7LDF(ours)S-measure0.86Unverified
8RCSBS-measure0.85Unverified
9F3NetS-measure0.85Unverified
10F3NetS-measure0.83Unverified
#ModelMetricClaimedVerifiedStatus
1SAM2-UNetS-measure0.94Unverified
2FOCUSS-measure0.94Unverified
3SelfReformer-SwinS-measure0.93Unverified
4EVPv1S-measure0.93Unverified
5SelfReformerS-measure0.93Unverified
6LDFS-measure0.92Unverified
7RCSBS-measure0.92Unverified
8F3NetS-measure0.92Unverified
9U2NetMAE0.03Unverified
#ModelMetricClaimedVerifiedStatus
1SAM2-UNetS-measure0.88Unverified
2FOCUSS-measure0.87Unverified
3EVPv2S-measure0.86Unverified
4SelfReformer-SwinS-measure0.86Unverified
5SelfReformerS-measure0.86Unverified
6F3NetS-measure0.84Unverified
7LDFS-measure0.84Unverified
8RCSBS-measure0.82Unverified
#ModelMetricClaimedVerifiedStatus
1SAM2-UNetSmeasure0.93Unverified
2FOCUSSmeasure0.93Unverified
3SelfReformer-SwinSmeasure0.92Unverified
4EVPv2Smeasure0.92Unverified
5SelfReformerSmeasure0.91Unverified
6LDF(ResNet-50)Smeasure0.89Unverified
7F3NetSmeasure0.89Unverified
8RCSBSmeasure0.88Unverified
#ModelMetricClaimedVerifiedStatus
1U2-Net+Fwβ0.7Unverified