SOTAVerified

Image Segmentation

Image Segmentation is a computer vision task that involves dividing an image into multiple segments or regions, each of which corresponds to a different object or part of an object. The goal of image segmentation is to assign a unique label or category to each pixel in the image, so that pixels with similar attributes are grouped together.

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 2001–2050 of 5035 papers

TitleStatusHype
DeSAM: Decoupled Segment Anything Model for Generalizable Medical Image SegmentationCode1
Sea Ice Extraction via Remote Sensed Imagery: Algorithms, Datasets, Applications and Challenges—0
A Unified Framework for U-Net Design and AnalysisCode1
Detection of Late Blight Disease in Tomato Leaf Using Image Processing Techniques—0
Democratizing Pathological Image Segmentation with Lay Annotators via Molecular-empowered LearningCode0
Treasure in Distribution: A Domain Randomization based Multi-Source Domain Generalization for 2D Medical Image SegmentationCode1
RaSP: Relation-aware Semantic Prior for Weakly Supervised Incremental Segmentation—0
DeepMerge: Deep-Learning-Based Region-Merging for Image SegmentationCode0
Multi-source adversarial transfer learning based on similar source domains with local features—0
Joint Optimization of Class-Specific Training- and Test-Time Data Augmentation in SegmentationCode0
Semi-supervised Pathological Image Segmentation via Cross Distillation of Multiple AttentionsCode1
Scale-aware Super-resolution Network with Dual Affinity Learning for Lesion Segmentation from Medical Images—0
Prompt-Based Tuning of Transformer Models for Multi-Center Medical Image Segmentation of Head and Neck Cancer—0
Multi-source adversarial transfer learning for ultrasound image segmentation with limited similarity—0
Few-Shot Rotation-Invariant Aerial Image Semantic SegmentationCode0
Attention Mechanisms in Medical Image Segmentation: A Survey—0
Contextual Object Detection with Multimodal Large Language ModelsCode2
AIMS: All-Inclusive Multi-Level Segmentation—0
Trustworthy Deep Learning for Medical Image Segmentation—0
Detect Any Shadow: Segment Anything for Video Shadow DetectionCode1
SSSegmenation: An Open Source Supervised Semantic Segmentation Toolbox Based on PyTorchCode2
Self-aware and Cross-sample Prototypical Learning for Semi-supervised Medical Image SegmentationCode1
NexToU: Efficient Topology-Aware U-Net for Medical Image SegmentationCode1
Cross-supervised Dual Classifiers for Semi-supervised Medical Image Segmentation—0
MMNet: Multi-Mask Network for Referring Image Segmentation—0
Deep Learning-based Bio-Medical Image Segmentation using UNet Architecture and Transfer Learning—0
Multi-Modal Mutual Attention and Iterative Interaction for Referring Image Segmentation—0
Support Vector Machine Guided Reproducing Kernel Particle Method for Image-Based Modeling of Microstructures—0
An Accelerated Pipeline for Multi-label Renal Pathology Image Segmentation at the Whole Slide Image LevelCode1
Mixup-Privacy: A simple yet effective approach for privacy-preserving segmentation—0
VDD: Varied Drone Dataset for Semantic SegmentationCode1
ACCT is a fast and accessible automatic cell counting tool using machine learning for 2D image segmentationCode1
Uncertainty-based Detection of Adversarial Attacks in Semantic SegmentationCode0
Restore Anything Pipeline: Segment Anything Meets Image RestorationCode1
UVOSAM: A Mask-free Paradigm for Unsupervised Video Object Segmentation via Segment Anything ModelCode1
Bi-VLGM : Bi-Level Class-Severity-Aware Vision-Language Graph Matching for Text Guided Medical Image Segmentation—0
Image2SSM: Reimagining Statistical Shape Models from Images with Radial Basis Functions—0
Domain Adaptive Sim-to-Real Segmentation of Oropharyngeal Organs Towards Robot-assisted Intubation—0
CM-MaskSD: Cross-Modality Masked Self-Distillation for Referring Image Segmentation—0
A quality assurance framework for real-time monitoring of deep learning segmentation models in radiotherapy—0
JOINEDTrans: Prior Guided Multi-task Transformer for Joint Optic Disc/Cup Segmentation and Fovea DetectionCode0
When SAM Meets Shadow DetectionCode1
Annotation-free Audio-Visual Segmentation—0
Domain Adaptive Sim-to-Real Segmentation of Oropharyngeal OrgansCode0
SDC-UDA: Volumetric Unsupervised Domain Adaptation Framework for Slice-Direction Continuous Cross-Modality Medical Image Segmentation—0
Quantifying the robustness of deep multispectral segmentation models against natural perturbations and data poisoningCode3
An image segmentation algorithm based on multi-scale feature pyramid network—0
One-Prompt to Segment All Medical ImagesCode1
Multi-Level Global Context Cross Consistency Model for Semi-Supervised Ultrasound Image Segmentation with Diffusion ModelCode1
Bridging the Domain Gap: Self-Supervised 3D Scene Understanding with Foundation ModelsCode1
Show:102550
← PrevPage 41 of 101Next →
All datasetsMSD (Mirror Segmentation Dataset)PMDMAS3KPascal Panoptic PartsRMASPASCAL VOCHuTu 80MARIDACOCO val2017ImageNetMSD HeartOxfordPets

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1SAM2-UNetIoU0.92—Unverified
2HetNetIoU0.83—Unverified
3PMDIoU0.82—Unverified
4SANetIoU0.8—Unverified
5MirrorNetIoU0.79—Unverified
#ModelMetricClaimedVerifiedStatus
1SAM2-UNetIoU0.73—Unverified
2HetNetIoU0.69—Unverified
3SANetIoU0.67—Unverified
4PMDIoU0.66—Unverified
5MirrorNetIoU0.59—Unverified
#ModelMetricClaimedVerifiedStatus
1SAM2-UNetmIoU0.8—Unverified
2MAS-SAMmIoU0.79—Unverified
3MASNetmIoU0.74—Unverified
4ZoomNetmIoU0.74—Unverified
#ModelMetricClaimedVerifiedStatus
1HIPIE (ViT-H)mIoUPartS63.8—Unverified
2PPSmIoUPartS58.6—Unverified
3HIPIE (ResNet-50)mIoUPartS57.2—Unverified
4JPPFmIoUPartS54.4—Unverified
#ModelMetricClaimedVerifiedStatus
1MAS-SAMmIoU0.74—Unverified
2SAM2-UNetmIoU0.74—Unverified
3MASNetmIoU0.73—Unverified
4ZoomNetmIoU0.73—Unverified
#ModelMetricClaimedVerifiedStatus
1OneNete,4-CmIoU63.6—Unverified
2OneNete,4-SmAP0.552.75—Unverified
3OneNeted,4mIoU14.9—Unverified
#ModelMetricClaimedVerifiedStatus
1UNetRDice0.98—Unverified
2PALEDDice0.98—Unverified
#ModelMetricClaimedVerifiedStatus
1ResAttUNetIoU0.67—Unverified
2UNetIoU0.57—Unverified
#ModelMetricClaimedVerifiedStatus
1SynCo (ResNet-50) 200epmask AP35.4—Unverified
#ModelMetricClaimedVerifiedStatus
1MobileOne-S0GFLOPs0.28—Unverified
#ModelMetricClaimedVerifiedStatus
1OneNete,4mIoU6.6—Unverified
#ModelMetricClaimedVerifiedStatus
1OneNete,4-CDice Score0.97—Unverified