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 2801–2850 of 5035 papers

TitleStatusHype
Slim U-Net: Efficient Anatomical Feature Preserving U-net Architecture for Ultrasound Image Segmentation—0
Non-pooling Network for medical image segmentation—0
Towards Simultaneous Segmentation of Liver Tumors and Intrahepatic Vessels via Cross-attention Mechanism—0
SEMI-PointRend: Improved Semiconductor Wafer Defect Classification and Segmentation as Rendering—0
TransUPR: A Transformer-based Uncertain Point Refiner for LiDAR Point Cloud Semantic Segmentation—0
Self-supervised Registration and Segmentation of the Ossicles with A Single Ground Truth Label—0
Semantic Image Segmentation: Two Decades of Research—0
RFC-Net: Learning High Resolution Global Features for Medical Image Segmentation on a Computational Budget—0
Evaluation of Data Augmentation and Loss Functions in Semantic Image Segmentation for Drilling Tool Wear DetectionCode0
IH-ViT: Vision Transformer-based Integrated Circuit Appear-ance Defect Detection—0
Lithium Metal Battery Quality Control via Transformer-CNN Segmentation—0
Optimized Hybrid Focal Margin Loss for Crack Segmentation—0
Multi-Modal Evaluation Approach for Medical Image Segmentation—0
SwinCross: Cross-modal Swin Transformer for Head-and-Neck Tumor Segmentation in PET/CT Images—0
A Generalized Surface Loss for Reducing the Hausdorff Distance in Medical Imaging SegmentationCode0
The XPRESS Challenge: Xray Projectomic Reconstruction -- Extracting Segmentation with Skeletons—0
A Systematic Performance Analysis of Deep Perceptual Loss Networks: Breaking Transfer Learning ConventionsCode0
Improving CT Image Segmentation Accuracy Using StyleGAN Driven Data Augmentation—0
Collective Robustness Certificates: Exploiting Interdependence in Graph Neural Networks—0
Exploiting Partial Common Information Microstructure for Multi-Modal Brain Tumor SegmentationCode0
Selecting the Best Optimizers for Deep Learning based Medical Image Segmentation—0
Multi-Task Self-Supervised Learning for Image Segmentation Task—0
Variational multichannel multiclass segmentation using unsupervised lifting with CNNs—0
Weakly-Supervised 3D Medical Image Segmentation using Geometric Prior and Contrastive Similarity—0
Continuous U-Net: Faster, Greater and Noiseless—0
Continual Segment: Towards a Single, Unified and Accessible Continual Segmentation Model of 143 Whole-body Organs in CT Scans—0
Fuzzy Superpixel-based Image Segmentation—0
Weakly Supervised Image Segmentation Beyond Tight Bounding Box AnnotationsCode0
Neural Gas Network Image Features and Segmentation for Brain Tumor Detection Using Magnetic Resonance Imaging DataCode0
Victoria Amazonica Optimization (VAO): An Algorithm Inspired by the Giant Water Lily PlantCode0
Estimation of mitral valve hinge point coordinates -- deep neural net for echocardiogram segmentation—0
Three-dimensional reconstruction and characterization of bladder deformations—0
SegViz: A federated-learning based framework for multi-organ segmentation on heterogeneous data sets with partial annotations—0
Artificial intelligence as a gateway to scientific discovery: Uncovering features in retinal fundus images—0
TAAL: Test-time Augmentation for Active Learning in Medical Image SegmentationCode0
Post-Train Adaptive U-Net for Image Segmentation—0
Linguistic Query-Guided Mask Generation for Referring Image Segmentation—0
A Comprehensive Review of Modern Object Segmentation Approaches—0
ZScribbleSeg: Zen and the Art of Scribble Supervised Medical Image Segmentation—0
A new dataset for measuring the performance of blood vessel segmentation methods under distribution shiftsCode0
Inverse Quantum Fourier Transform Inspired Algorithm for Unsupervised Image Segmentation—0
Difference of Anisotropic and Isotropic TV for Segmentation under Blur and Poisson NoiseCode0
Finding the Most Transferable Tasks for Brain Image Segmentation—0
Learning Confident Classifiers in the Presence of Label Noise—0
Multi-view Spectral Polarization Propagation for Video Glass Segmentation—0
Weakly Supervised Referring Image Segmentation with Intra-Chunk and Inter-Chunk Consistency—0
High Quality Entity Segmentation—0
Learning To Exploit the Sequence-Specific Prior Knowledge for Image Processing Pipelines Optimization—0
Segment Every Reference Object in Spatial and Temporal Spaces—0
SegLoc: Learning Segmentation-Based Representations for Privacy-Preserving Visual Localization—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