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 1401–1450 of 5035 papers

TitleStatusHype
Explainable AI (XAI) in Image Segmentation in Medicine, Industry, and Beyond: A Survey—0
Chest X-Ray Pneumothorax Segmentation with the Multistep Post-Processing—0
ChebMixer: Efficient Graph Representation Learning with MLP Mixer—0
Appearance Matching Adapter for Exemplar-based Semantic Image Synthesis—0
Cheap Lunch for Medical Image Segmentation by Fine-tuning SAM on Few Exemplars—0
A post-processing method to improve the white matter hyperintensity segmentation accuracy for randomly-initialized U-net—0
A Fast, Semi-Automatic Brain Structure Segmentation Algorithm for Magnetic Resonance Imaging—0
Chan-Vese Reformulation for Selective Image Segmentation—0
Chan-Vese Attention U-Net: An attention mechanism for robust segmentation—0
A Point-Neighborhood Learning Framework for Nasal Endoscope Image Segmentation—0
Channel Boosted CNN-Transformer-based Multi-Level and Multi-Scale Nuclei Segmentation—0
A Point in the Right Direction: Vector Prediction for Spatially-aware Self-supervised Volumetric Representation Learning—0
A Comparison of Nature Inspired Algorithms for Multi-threshold Image Segmentation—0
Explaining Uncertainty in Multiple Sclerosis Lesion Segmentation Beyond Prediction Errors—0
Explainable, automated urban interventions to improve pedestrian and vehicle safety—0
Challenge Results Are Not Reproducible—0
CGAM: Click-Guided Attention Module for Interactive Pathology Image Segmentation via Backpropagating Refinement—0
Computing Valid p-values for Image Segmentation by Selective Inference—0
A Characteristic Function-based Algorithm for Geodesic Active Contours—0
Evolving Fuzzy Image Segmentation with Self-Configuration—0
Exclusive Independent Probability Estimation using Deep 3D Fully Convolutional DenseNets: Application to IsoIntense Infant Brain MRI Segmentation—0
CFPFormer: Feature-pyramid like Transformer Decoder for Segmentation and Detection—0
CFFormer: Cross CNN-Transformer Channel Attention and Spatial Feature Fusion for Improved Segmentation of Low Quality Medical Images—0
AerOSeg: Harnessing SAM for Open-Vocabulary Segmentation in Remote Sensing Images—0
CF2-Net: Coarse-to-Fine Fusion Convolutional Network for Breast Ultrasound Image Segmentation—0
A comparative study of semi- and self-supervised semantic segmentation of biomedical microscopy data—0
Evolution of Image Segmentation using Deep Convolutional Neural Network: A Survey—0
Exemplar-Based Face Parsing—0
A parameterless scale-space approach to find meaningful modes in histograms - Application to image and spectrum segmentation—0
CEREALS - Cost-Effective REgion-based Active Learning for Semantic Segmentation—0
EviPrompt: A Training-Free Evidential Prompt Generation Method for Segment Anything Model in Medical Images—0
A Parallel Framework for Parametric Maximum Flow Problems in Image Segmentation—0
EVIL: Evidential Inference Learning for Trustworthy Semi-supervised Medical Image Segmentation—0
Cell segmentation with random ferns and graph-cuts—0
CEmb-SAM: Segment Anything Model with Condition Embedding for Joint Learning from Heterogeneous Datasets—0
AoP-SAM: Automation of Prompts for Efficient Segmentation—0
Evolutionary Prompt Optimization Discovers Emergent Multimodal Reasoning Strategies in Vision-Language Models—0
Exemplar Learning for Medical Image Segmentation—0
Explainable Binary Classification of Separable Shape Ensembles—0
Cell segmentation from telecentric bright-field transmitted light microscopy images using a Residual Attention U-Net: a case study on HeLa line—0
A dynamic interactive learning framework for automated 3D medical image segmentation—0
A Comparative Tutorial of the Histogram-based Image Segmentation Methods—0
Cell image segmentation by Feature Random Enhancement Module—0
CDSE-UNet: Enhancing COVID-19 CT Image Segmentation with Canny Edge Detection and Dual-Path SENet Feature Fusion—0
Event management for large scale event-driven digital hardware spiking neural networks—0
An Unsupervised Ensemble-based Markov Random Field Approach to Microscope Cell Image Segmentation—0
A dynamic graph-cuts method with integrated multiple feature maps for segmenting kidneys in ultrasound images—0
CC-SAM: SAM with Cross-feature Attention and Context for Ultrasound Image Segmentation—0
An unsupervised approach towards promptable defect segmentation in laser-based additive manufacturing by Segment Anything—0
A Dynamically Weighted Loss Function for Unsupervised 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