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 20512100 of 5035 papers

TitleStatusHype
How Reliable Are Out-of-Distribution Generalization Methods for Medical Image Segmentation?Code0
HisynSeg: Weakly-Supervised Histopathological Image Segmentation via Image-Mixing Synthesis and Consistency RegularizationCode0
HMRF-EM-image: Implementation of the Hidden Markov Random Field Model and its Expectation-Maximization AlgorithmCode0
Historical Document Image Segmentation with LDA-Initialized Deep Neural NetworksCode0
Going to Extremes: Weakly Supervised Medical Image SegmentationCode0
HyperSpace: Hypernetworks for spacing-adaptive image segmentationCode0
High-Throughput Phenotyping using Computer Vision and Machine LearningCode0
GMM-Based Hidden Markov Random Field for Color Image and 3D Volume SegmentationCode0
Hi-gMISnet: generalized medical image segmentation using DWT based multilayer fusion and dual mode attention into high resolution pGANCode0
Higher-Order Ratio Cycles for Fast and Globally Optimal Shape MatchingCode0
Hierarchical Roofline Performance Analysis for Deep Learning ApplicationsCode0
Contextual Embedding Learning to Enhance 2D Networks for Volumetric Image SegmentationCode0
Hierarchical Superpixel Segmentation via Structural Information TheoryCode0
Active Diffusion and VCA-Assisted Image Segmentation of Hyperspectral ImagesCode0
HICH Image/Text (HICH-IT): Comprehensive Text and Image Datasets for Hypertensive Intracerebral Hemorrhage ResearchCode0
GLIMS: Attention-Guided Lightweight Multi-Scale Hybrid Network for Volumetric Semantic SegmentationCode0
Assessing Test-time Variability for Interactive 3D Medical Image Segmentation with Diverse Point PromptsCode0
Gleason Grading of Histology Prostate Images through Semantic Segmentation via Residual U-NetCode0
HeMIS: Hetero-Modal Image SegmentationCode0
Heuristic Dropout: An Efficient Regularization Method for Medical Image Segmentation ModelsCode0
HATs: Hierarchical Adaptive Taxonomy Segmentation for Panoramic Pathology Image AnalysisCode0
Content-based Propagation of User Markings for Interactive Segmentation of Patterned ImagesCode0
HCDG: A Hierarchical Consistency Framework for Domain Generalization on Medical Image SegmentationCode0
GLoG-CSUnet: Enhancing Vision Transformers with Adaptable Radiomic Features for Medical Image SegmentationCode0
Assessing Reliability and Challenges of Uncertainty Estimations for Medical Image SegmentationCode0
Harmony-Search and Otsu based System for Coronavirus Disease (COVID-19) Detection using Lung CT Scan ImagesCode0
H-DenseUNet: Hybrid Densely Connected UNet for Liver and Tumor Segmentation from CT VolumesCode0
Assessing Privacy Leakage in Synthetic 3-D PET Imaging using Transversal GANCode0
Handling Inter-Annotator Agreement for Automated Skin Lesion SegmentationCode0
Achieving state-of-the-art performance in the Medical Out-of-Distribution (MOOD) challenge using plausible synthetic anomaliesCode0
HELPNet: Hierarchical Perturbations Consistency and Entropy-guided Ensemble for Scribble Supervised Medical Image SegmentationCode0
Guided Prompting in SAM for Weakly Supervised Cell Segmentation in Histopathological ImagesCode0
Constrained domain adaptation for Image segmentationCode0
GSVNet: Guided Spatially-Varying Convolution for Fast Semantic Segmentation on VideoCode0
H²O: Heatmap by Hierarchical OcclusionCode0
AI Driven Water Segmentation with deep learning models for Enhanced Flood MonitoringCode0
Constrained Convolutional Neural Networks for Weakly Supervised SegmentationCode0
Grounding Linguistic Commands to Navigable RegionsCode0
GRU-Net: Gaussian Attention Aided Dense Skip Connection Based MultiResUNet for Breast Histopathology Image SegmentationCode0
HALOS: Hallucination-free Organ Segmentation after Organ Resection SurgeryCode0
Hyperspectral Dataset and Deep Learning methods for Waste from Electric and Electronic Equipment Identification (WEEE)Code0
Kvasir-SEG: A Segmented Polyp DatasetCode0
Generative Text-Guided 3D Vision-Language Pretraining for Unified Medical Image Segmentation0
CONSIGN: Conformal Segmentation Informed by Spatial Groupings via Decomposition0
Generative ScatterNet Hybrid Deep Learning (G-SHDL) Network with Structural Priors for Semantic Image Segmentation0
Consensus Based Medical Image Segmentation Using Semi-Supervised Learning And Graph Cuts0
Connectivity-Driven Parcellation Methods for the Human Cerebral Cortex0
AI-based Automatic Segmentation of Prostate on Multi-modality Images: A Review0
Generative adversarial network for segmentation of motion affected neonatal brain MRI0
Generation of annotated multimodal ground truth datasets for abdominal medical image registration0
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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