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Salient Object Detection

Papers

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Showing 51–100 of 527 papers

TitleStatusHype
ViDSOD-100: A New Dataset and a Baseline Model for RGB-D Video Salient Object DetectionCode0
Dataset Enhancement with Instance-Level AugmentationsCode1
Diving into Underwater: Segment Anything Model Guided Underwater Salient Instance Segmentation and A Large-scale DatasetCode2
Alignment-Free RGBT Salient Object Detection: Semantics-guided Asymmetric Correlation Network and A Unified BenchmarkCode1
Learning Adaptive Fusion Bank for Multi-modal Salient Object DetectionCode1
The Binary Quantized Neural Network for Dense Prediction via Specially Designed Upsampling and Attention—0
Boosting General Trimap-free Matting in the Real-World Image—0
MINet: Multi-scale Interactive Network for Real-time Salient Object Detection of Strip Steel Surface DefectsCode1
Size-invariance Matters: Rethinking Metrics and Losses for Imbalanced Multi-object Salient Object DetectionCode1
Quality-aware Selective Fusion Network for V-D-T Salient Object DetectionCode1
Modality Prompts for Arbitrary Modality Salient Object Detection—0
Salient Object Detection From Arbitrary ModalitiesCode0
SalFAU-Net: Saliency Fusion Attention U-Net for Salient Object Detection—0
External Prompt Features Enhanced Parameter-efficient Fine-tuning for Salient Object Detection—0
Unified Unsupervised Salient Object Detection via Knowledge TransferCode1
Rethinking Saliency-Guided Weakly-Supervised Semantic SegmentationCode0
DMSSN: Distilled Mixed Spectral-Spatial Network for Hyperspectral Salient Object DetectionCode0
CosalPure: Learning Concept from Group Images for Robust Co-Saliency Detection—0
Self-supervised co-salient object detection via feature correspondence at multiple scalesCode0
CSDNet: Detect Salient Object in Depth-Thermal via A Lightweight Cross Shallow and Deep Perception Network—0
Reframe Anything: LLM Agent for Open World Video Reframing—0
A Simple yet Effective Network based on Vision Transformer for Camouflaged Object and Salient Object DetectionCode1
Decomposition-based and Interference Perception for Infrared and Visible Image Fusion in Complex Scenes—0
LF Tracy: A Unified Single-Pipeline Approach for Salient Object Detection in Light Field CamerasCode0
A Saliency Enhanced Feature Fusion based multiscale RGB-D Salient Object Detection Network—0
Discriminative Consensus Mining with A Thousand Groups for More Accurate Co-Salient Object DetectionCode0
SqueezeSAM: User friendly mobile interactive segmentation—0
Rethinking Object Saliency Ranking: A Novel Whole-flow Processing ParadigmCode0
Texture-Semantic Collaboration Network for ORSI Salient Object DetectionCode0
Spectrum-driven Mixed-frequency Network for Hyperspectral Salient Object DetectionCode1
Efficient Multimodal Semantic Segmentation via Dual-Prompt LearningCode1
SimulFlow: Simultaneously Extracting Feature and Identifying Target for Unsupervised Video Object Segmentation—0
Cascaded Interaction with Eroded Deep Supervision for Salient Object Detection—0
Unified-modal Salient Object Detection via Adaptive Prompt LearningCode1
VSCode: General Visual Salient and Camouflaged Object Detection with 2D Prompt LearningCode1
All in One: RGB, RGB-D, and RGB-T Salient Object Detection—0
Unsupervised and semi-supervised co-salient object detection via segmentation frequency statistics—0
SODAWideNet -- Salient Object Detection with an Attention augmented Wide Encoder Decoder network without ImageNet pre-trainingCode0
Salient Object Detection in RGB-D VideosCode1
VST++: Efficient and Stronger Visual Saliency Transformer—0
Towards Open-World Co-Salient Object Detection with Generative Uncertainty-aware Group Selective Exchange-MaskingCode0
Towards End-to-End Unsupervised Saliency Detection with Self-Supervised Top-Down Context—0
A Spatial-Temporal Dual-Mode Mixed Flow Network for Panoramic Video Salient Object Detection—0
SEMPART: Self-supervised Multi-resolution Partitioning of Image Semantics—0
DFormer: Rethinking RGBD Representation Learning for Semantic SegmentationCode2
UniST: Towards Unifying Saliency Transformer for Video Saliency Prediction and Detection—0
Salient Object Detection in Optical Remote Sensing Images Driven by TransformerCode1
M^3Net: Multilevel, Mixed and Multistage Attention Network for Salient Object DetectionCode1
Co-Salient Object Detection with Semantic-Level Consensus Extraction and Dispersion—0
Adversarial Attacks Assessment of Salient Object Detection via Symbolic Learning—0
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All datasetsECSSDPASCAL-SHKU-ISDUT-OMRONDUTS-TESOD

Benchmark Results

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