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

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Showing 3351–3400 of 5035 papers

TitleStatusHype
SemSim: Revisiting Weak-to-Strong Consistency from a Semantic Similarity Perspective for Semi-supervised Medical Image Segmentation—0
SESV: Accurate Medical Image Segmentation byPredicting and Correcting Errors—0
SeUNet-Trans: A Simple yet Effective UNet-Transformer Model for Medical Image Segmentation—0
SFB-net for cardiac segmentation: Bridging the semantic gap with attention—0
SFSegNet: Parse Freehand Sketches using Deep Fully Convolutional Networks—0
Semantic-guided Disentangled Representation for Unsupervised Cross-modality Medical Image Segmentation—0
Shadow Removal Refinement via Material-Consistent Shadow Edges—0
Shape-Based Single Object Classification Using Ensemble Method Classifiers—0
Shape Complexes in Continuous Max-Flow Hierarchical Multi-Labeling Problems—0
Shape constrained CNN for segmentation guided prediction of myocardial shape and pose parameters in cardiac MRI—0
ShapeMamba-EM: Fine-Tuning Foundation Model with Local Shape Descriptors and Mamba Blocks for 3D EM Image Segmentation—0
ShapeOdds: Variational Bayesian Learning of Generative Shape Models—0
Shape of my heart: Cardiac models through learned signed distance functions—0
Shift and matching queries for video semantic segmentation—0
Show and Segment: Universal Medical Image Segmentation via In-Context Learning—0
Siamese Content Loss Networks for Highly Imbalanced Medical Image Segmentation—0
Signal Clustering with Class-independent Segmentation—0
Signal Processing and Piecewise Convex Estimation—0
Signed Distance Field based Segmentation and Statistical Shape Modelling of the Left Atrial Appendage—0
Significantly Fast and Robust Fuzzy C-MeansClustering Algorithm Based on MorphologicalReconstruction and Membership Filtering—0
SimCVD: Simple Contrastive Voxel-Wise Representation Distillation for Semi-Supervised Medical Image Segmentation—0
Simple Interactive Image Segmentation using Label Propagation through kNN graphs—0
SimPropNet: Improved Similarity Propagation for Few-shot Image Segmentation—0
Domain Adaptive Sim-to-Real Segmentation of Oropharyngeal Organs Towards Robot-assisted Intubation—0
Simultaneous Traffic Sign Detection and Boundary Estimation using Convolutional Neural Network—0
Single-domain Generalization in Medical Image Segmentation via Test-time Adaptation from Shape Dictionary—0
Size Aware Cross-shape Scribble Supervision for Medical Image Segmentation—0
Skin Lesion Segmentation Using Atrous Convolution via DeepLab v3—0
SkinSAM: Empowering Skin Cancer Segmentation with Segment Anything Model—0
SkrGAN: Sketching-rendering Unconditional Generative Adversarial Networks for Medical Image Synthesis—0
SkullEngine: A Multi-stage CNN Framework for Collaborative CBCT Image Segmentation and Landmark Detection—0
Skydiver: A Spiking Neural Network Accelerator Exploiting Spatio-Temporal Workload Balance—0
Slice Imputation: Intermediate Slice Interpolation for Anisotropic 3D Medical Image Segmentation—0
SliceMamba with Neural Architecture Search for Medical Image Segmentation—0
Slim U-Net: Efficient Anatomical Feature Preserving U-net Architecture for Ultrasound Image Segmentation—0
Contour Sparse Representation with SDD Features for Object Recognition—0
SL: Stable Learning in Source-Free Domain Adaption for Medical Image Segmentation—0
SM2C: Boost the Semi-supervised Segmentation for Medical Image by using Meta Pseudo Labels and Mixed Images—0
Small Target Detection for Search and Rescue Operations using Distributed Deep Learning and Synthetic Data Generation—0
Smart(Sampling)Augment: Optimal and Efficient Data Augmentation for Semantic Segmentation—0
SMC-UDA: Structure-Modal Constraint for Unsupervised Cross-Domain Renal Segmentation—0
SODA: Self-organizing data augmentation in deep neural networks -- Application to biomedical image segmentation tasks—0
SoftSeg: Advantages of soft versus binary training for image segmentation—0
Software multiplataforma para a segmentação de vasos sanguíneos em imagens da retina—0
Solar Filaments Detection using Active Contours Without Edges—0
SOLIS: Autonomous Solubility Screening using Deep Neural Networks—0
Sounding that Object: Interactive Object-Aware Image to Audio Generation—0
SoundSculpt: Direction and Semantics Driven Ambisonic Target Sound Extraction—0
Source-Free Online Domain Adaptive Semantic Segmentation of Satellite Images under Image Degradation—0
Source-Free Unsupervised Domain Adaptation with Norm and Shape Constraints for Medical Image Segmentation—0
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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