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 701–750 of 5035 papers

TitleStatusHype
Going Beyond U-Net: Assessing Vision Transformers for Semantic Segmentation in Microscopy Image Analysis—0
A Formalization of Image Vectorization by Region Merging—0
CAD: Memory Efficient Convolutional Adapter for Segment AnythingCode1
TransUKAN:Computing-Efficient Hybrid KAN-Transformer for Enhanced Medical Image SegmentationCode0
GASA-UNet: Global Axial Self-Attention U-Net for 3D Medical Image Segmentation—0
Exploring Fine-Grained Image-Text Alignment for Referring Remote Sensing Image SegmentationCode1
A Bottom-Up Approach to Class-Agnostic Image Segmentation—0
MCICSAM: Monte Carlo-guided Interpolation Consistency Segment Anything Model for Semi-Supervised Prostate Zone Segmentation—0
PointSAM: Pointly-Supervised Segment Anything Model for Remote Sensing ImagesCode2
Improved Unet brain tumor image segmentation based on GSConv module and ECA attention mechanism—0
KLDD: Kalman Filter based Linear Deformable Diffusion Model in Retinal Image Segmentation—0
PMR-Net: Parallel Multi-Resolution Encoder-Decoder Network Framework for Medical Image Segmentation—0
Prompting Segment Anything Model with Domain-Adaptive Prototype for Generalizable Medical Image SegmentationCode1
Autonomous Visual Fish Pen Inspections for Estimating the State of Biofouling Buildup Using ROV -- Extended Abstract—0
Domain Generalization for Endoscopic Image Segmentation by Disentangling Style-Content Information and SuperPixel Consistency—0
MambaClinix: Hierarchical Gated Convolution and Mamba-Based U-Net for Enhanced 3D Medical Image SegmentationCode1
Unsupervised Reward-Driven Image Segmentation in Automated Scanning Transmission Electron Microscopy Experiments—0
Domain-stratified Training for Cross-organ and Cross-scanner Adenocarcinoma Segmentation in the COSAS 2024 Challenge—0
multiPI-TransBTS: A Multi-Path Learning Framework for Brain Tumor Image Segmentation Based on Multi-Physical InformationCode0
Axial Attention Transformer Networks: A New Frontier in Breast Cancer Detection—0
World of Forms: Deformable Geometric Templates for One-Shot Surface Meshing in Coronary CT Angiography—0
Robot Manipulation in Salient Vision through Referring Image Segmentation and Geometric Constraints—0
Retinal Vessel Segmentation with Deep Graph and Capsule Reasoning—0
TTT-Unet: Enhancing U-Net with Test-Time Training Layers for Biomedical Image SegmentationCode1
MetaFormer and CNN Hybrid Model for Polyp Image SegmentationCode1
Learning Semi-Supervised Medical Image Segmentation from Spatial RegistrationCode0
Fuse4Seg: Image-Level Fusion Based Multi-Modality Medical Image Segmentation—0
NARF24: Estimating Articulated Object Structure for Implicit Rendering—0
Resolving Inconsistent Semantics in Multi-Dataset Image Segmentation—0
Universal Topology Refinement for Medical Image Segmentation with Polynomial Feature Synthesis—0
Privacy-Preserving SAM Quantization for Efficient Edge Intelligence in Healthcare—0
An Augmentation-based Model Re-adaptation Framework for Robust Image Segmentation—0
AMBER -- Advanced SegFormer for Multi-Band Image Segmentation: an application to Hyperspectral Imaging—0
Improved Unet model for brain tumor image segmentation based on ASPP-coordinate attention mechanism—0
Spectral U-Net: Enhancing Medical Image Segmentation via Spectral Decomposition—0
Tri-Plane Mamba: Efficiently Adapting Segment Anything Model for 3D Medical Images—0
Breaking reCAPTCHAv2Code3
D2-MLP: Dynamic Decomposed MLP Mixer for Medical Image Segmentation—0
Effective Segmentation of Post-Treatment Gliomas Using Simple Approaches: Artificial Sequence Generation and Ensemble Models—0
Do Vision Foundation Models Enhance Domain Generalization in Medical Image Segmentation?Code1
Lagrange Duality and Compound Multi-Attention Transformer for Semi-Supervised Medical Image SegmentationCode0
Open Source Infrastructure for Automatic Cell Segmentation—0
AFFSegNet: Adaptive Feature Fusion Segmentation Network for Microtumors and Multi-Organ SegmentationCode0
Quantifying Knee Cartilage Shape and Lesion: From Image to MetricsCode0
Intrapartum Ultrasound Image Segmentation of Pubic Symphysis and Fetal Head Using Dual Student-Teacher Framework with CNN-ViT Collaborative LearningCode0
Swin-LiteMedSAM: A Lightweight Box-Based Segment Anything Model for Large-Scale Medical Image DatasetsCode1
Shadow Removal Refinement via Material-Consistent Shadow Edges—0
Sam2Rad: A Segmentation Model for Medical Images with Learnable PromptsCode1
Seg-HGNN: Unsupervised and Light-Weight Image Segmentation with Hyperbolic Graph Neural Networks—0
TAVP: Task-Adaptive Visual Prompt for Cross-domain Few-shot 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