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 1751–1800 of 5035 papers

TitleStatusHype
ADEPT: A Noninvasive Method for Determining Elastic Parameters of Valve Tissue—0
Global-Local Medical SAM Adaptor Based on Full Adaption—0
Shape-intensity knowledge distillation for robust medical image segmentationCode0
DRL-STNet: Unsupervised Domain Adaptation for Cross-modality Medical Image Segmentation via Disentangled Representation Learning—0
Automated Segmentation and Analysis of Microscopy Images of Laser Powder Bed Fusion Melt Tracks—0
PTQ4RIS: Post-Training Quantization for Referring Image SegmentationCode0
Going Beyond U-Net: Assessing Vision Transformers for Semantic Segmentation in Microscopy Image Analysis—0
A Formalization of Image Vectorization by Region Merging—0
TransUKAN:Computing-Efficient Hybrid KAN-Transformer for Enhanced Medical Image SegmentationCode0
MCICSAM: Monte Carlo-guided Interpolation Consistency Segment Anything Model for Semi-Supervised Prostate Zone Segmentation—0
Improved Unet brain tumor image segmentation based on GSConv module and ECA attention mechanism—0
A Bottom-Up Approach to Class-Agnostic Image Segmentation—0
GASA-UNet: Global Axial Self-Attention U-Net for 3D Medical Image Segmentation—0
KLDD: Kalman Filter based Linear Deformable Diffusion Model in Retinal Image Segmentation—0
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
Domain Generalization for Endoscopic Image Segmentation by Disentangling Style-Content Information and SuperPixel Consistency—0
Autonomous Visual Fish Pen Inspections for Estimating the State of Biofouling Buildup Using ROV -- Extended Abstract—0
PMR-Net: Parallel Multi-Resolution Encoder-Decoder Network Framework for Medical Image Segmentation—0
multiPI-TransBTS: A Multi-Path Learning Framework for Brain Tumor Image Segmentation Based on Multi-Physical InformationCode0
World of Forms: Deformable Geometric Templates for One-Shot Surface Meshing in Coronary CT Angiography—0
Axial Attention Transformer Networks: A New Frontier in Breast Cancer Detection—0
Robot Manipulation in Salient Vision through Referring Image Segmentation and Geometric Constraints—0
Retinal Vessel Segmentation with Deep Graph and Capsule Reasoning—0
Learning Semi-Supervised Medical Image Segmentation from Spatial RegistrationCode0
Fuse4Seg: Image-Level Fusion Based Multi-Modality Medical Image Segmentation—0
Universal Topology Refinement for Medical Image Segmentation with Polynomial Feature Synthesis—0
Resolving Inconsistent Semantics in Multi-Dataset Image Segmentation—0
NARF24: Estimating Articulated Object Structure for Implicit Rendering—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
D2-MLP: Dynamic Decomposed MLP Mixer for Medical Image Segmentation—0
Tri-Plane Mamba: Efficiently Adapting Segment Anything Model for 3D Medical Images—0
Lagrange Duality and Compound Multi-Attention Transformer for Semi-Supervised Medical Image SegmentationCode0
Effective Segmentation of Post-Treatment Gliomas Using Simple Approaches: Artificial Sequence Generation and Ensemble Models—0
Open Source Infrastructure for Automatic Cell Segmentation—0
AFFSegNet: Adaptive Feature Fusion Segmentation Network for Microtumors and Multi-Organ SegmentationCode0
Intrapartum Ultrasound Image Segmentation of Pubic Symphysis and Fetal Head Using Dual Student-Teacher Framework with CNN-ViT Collaborative LearningCode0
Quantifying Knee Cartilage Shape and Lesion: From Image to MetricsCode0
Shadow Removal Refinement via Material-Consistent Shadow Edges—0
Seg-HGNN: Unsupervised and Light-Weight Image Segmentation with Hyperbolic Graph Neural Networks—0
FIF-UNet: An Efficient UNet Using Feature Interaction and Fusion for Medical Image Segmentation—0
SX-Stitch: An Efficient VMS-UNet Based Framework for Intraoperative Scoliosis X-Ray Image Stitching—0
TAVP: Task-Adaptive Visual Prompt for Cross-domain Few-shot Segmentation—0
Exploring Fungal Morphology Simulation and Dynamic Light Containment from a Graphics Generation Perspective—0
Deep Self-Cleansing for Medical Image Segmentation with Noisy Labels—0
Medical Image Segmentation via Single-Source Domain Generalization with Random Amplitude Spectrum SynthesisCode0
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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