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

Showing 22512300 of 5035 papers

TitleStatusHype
TransUPR: A Transformer-based Uncertain Point Refiner for LiDAR Point Cloud Semantic Segmentation0
Self-supervised Registration and Segmentation of the Ossicles with A Single Ground Truth Label0
PolyFormer: Referring Image Segmentation as Sequential Polygon GenerationCode1
RFC-Net: Learning High Resolution Global Features for Medical Image Segmentation on a Computational Budget0
Semantic Image Segmentation: Two Decades of Research0
Deep Anatomical Federated Network (Dafne): An open client-server framework for the continuous, collaborative improvement of deep learning-based medical image segmentationCode1
Anatomical Invariance Modeling and Semantic Alignment for Self-supervised Learning in 3D Medical Image AnalysisCode1
Evaluation of Data Augmentation and Loss Functions in Semantic Image Segmentation for Drilling Tool Wear DetectionCode0
Optimized Hybrid Focal Margin Loss for Crack Segmentation0
Lithium Metal Battery Quality Control via Transformer-CNN Segmentation0
IH-ViT: Vision Transformer-based Integrated Circuit Appear-ance Defect Detection0
The XPRESS Challenge: Xray Projectomic Reconstruction -- Extracting Segmentation with Skeletons0
A Generalized Surface Loss for Reducing the Hausdorff Distance in Medical Imaging SegmentationCode0
SwinCross: Cross-modal Swin Transformer for Head-and-Neck Tumor Segmentation in PET/CT Images0
Adapting Pre-trained Vision Transformers from 2D to 3D through Weight Inflation Improves Medical Image SegmentationCode1
A Systematic Performance Analysis of Deep Perceptual Loss Networks: Breaking Transfer Learning ConventionsCode0
Multi-Modal Evaluation Approach for Medical Image Segmentation0
Med-NCA: Robust and Lightweight Segmentation with Neural Cellular AutomataCode1
Improving CT Image Segmentation Accuracy Using StyleGAN Driven Data Augmentation0
Collective Robustness Certificates: Exploiting Interdependence in Graph Neural Networks0
Exploiting Partial Common Information Microstructure for Multi-Modal Brain Tumor SegmentationCode0
Selecting the Best Optimizers for Deep Learning based Medical Image Segmentation0
Multi-Task Self-Supervised Learning for Image Segmentation Task0
Weakly-Supervised 3D Medical Image Segmentation using Geometric Prior and Contrastive Similarity0
Variational multichannel multiclass segmentation using unsupervised lifting with CNNs0
Rethinking Semi-Supervised Medical Image Segmentation: A Variance-Reduction PerspectiveCode1
SegForestNet: Spatial-Partitioning-Based Aerial Image SegmentationCode1
Paced-Curriculum Distillation with Prediction and Label Uncertainty for Image SegmentationCode1
Fuzzy Superpixel-based Image Segmentation0
Continuous U-Net: Faster, Greater and Noiseless0
Continual Segment: Towards a Single, Unified and Accessible Continual Segmentation Model of 143 Whole-body Organs in CT Scans0
CHeart: A Conditional Spatio-Temporal Generative Model for Cardiac AnatomyCode1
Weakly Supervised Image Segmentation Beyond Tight Bounding Box AnnotationsCode0
ProtoSeg: Interpretable Semantic Segmentation with Prototypical PartsCode1
Neural Gas Network Image Features and Segmentation for Brain Tumor Detection Using Magnetic Resonance Imaging DataCode0
Enhancing Medical Image Segmentation with TransCeption: A Multi-Scale Feature Fusion ApproachCode1
Victoria Amazonica Optimization (VAO): An Algorithm Inspired by the Giant Water Lily PlantCode0
Improving Sketch Colorization using Adversarial Segmentation ConsistencyCode1
Estimation of mitral valve hinge point coordinates -- deep neural net for echocardiogram segmentation0
MedSegDiff-V2: Diffusion based Medical Image Segmentation with TransformerCode3
Three-dimensional reconstruction and characterization of bladder deformations0
Active learning for medical image segmentation with stochastic batchesCode1
Artificial intelligence as a gateway to scientific discovery: Uncovering features in retinal fundus images0
SegViz: A federated-learning based framework for multi-organ segmentation on heterogeneous data sets with partial annotations0
Multi Kernel Positional Embedding ConvNeXt for Polyp SegmentationCode1
Linguistic Query-Guided Mask Generation for Referring Image Segmentation0
TAAL: Test-time Augmentation for Active Learning in Medical Image SegmentationCode0
Post-Train Adaptive U-Net for Image Segmentation0
Hematoxylin and eosin stained oral squamous cell carcinoma histological images datasetCode1
A Comprehensive Review of Modern Object Segmentation Approaches0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1SAM2-UNetIoU0.92Unverified
2HetNetIoU0.83Unverified
3PMDIoU0.82Unverified
4SANetIoU0.8Unverified
5MirrorNetIoU0.79Unverified
#ModelMetricClaimedVerifiedStatus
1SAM2-UNetIoU0.73Unverified
2HetNetIoU0.69Unverified
3SANetIoU0.67Unverified
4PMDIoU0.66Unverified
5MirrorNetIoU0.59Unverified
#ModelMetricClaimedVerifiedStatus
1SAM2-UNetmIoU0.8Unverified
2MAS-SAMmIoU0.79Unverified
3MASNetmIoU0.74Unverified
4ZoomNetmIoU0.74Unverified
#ModelMetricClaimedVerifiedStatus
1HIPIE (ViT-H)mIoUPartS63.8Unverified
2PPSmIoUPartS58.6Unverified
3HIPIE (ResNet-50)mIoUPartS57.2Unverified
4JPPFmIoUPartS54.4Unverified
#ModelMetricClaimedVerifiedStatus
1MAS-SAMmIoU0.74Unverified
2SAM2-UNetmIoU0.74Unverified
3MASNetmIoU0.73Unverified
4ZoomNetmIoU0.73Unverified
#ModelMetricClaimedVerifiedStatus
1OneNete,4-CmIoU63.6Unverified
2OneNete,4-SmAP0.552.75Unverified
3OneNeted,4mIoU14.9Unverified
#ModelMetricClaimedVerifiedStatus
1UNetRDice0.98Unverified
2PALEDDice0.98Unverified
#ModelMetricClaimedVerifiedStatus
1ResAttUNetIoU0.67Unverified
2UNetIoU0.57Unverified
#ModelMetricClaimedVerifiedStatus
1SynCo (ResNet-50) 200epmask AP35.4Unverified
#ModelMetricClaimedVerifiedStatus
1MobileOne-S0GFLOPs0.28Unverified
#ModelMetricClaimedVerifiedStatus
1OneNete,4mIoU6.6Unverified
#ModelMetricClaimedVerifiedStatus
1OneNete,4-CDice Score0.97Unverified