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 27512800 of 5035 papers

TitleStatusHype
Class Balanced PixelNet for Neurological Image Segmentation0
Development of an algorithm for medical image segmentation of bone tissue in interaction with metallic implants0
Interactive Segmentation and Visualization for Tiny Objects in Multi-megapixel ImagesCode1
Unsupervised Domain Adaptation for Cardiac Segmentation: Towards Structure Mutual Information MaximizationCode1
Two-Stream Graph Convolutional Network for Intra-oral Scanner Image SegmentationCode1
Unsupervised detection of ash dieback disease (Hymenoscyphus fraxineus) using diffusion-based hyperspectral image clustering0
U-Net and its variants for Medical Image Segmentation : A short review0
Continual Hippocampus Segmentation with TransformersCode1
IOP-FL: Inside-Outside Personalization for Federated Medical Image SegmentationCode1
GitNet: Geometric Prior-based Transformation for Birds-Eye-View Segmentation0
Y-Net: A Spatiospectral Dual-Encoder Networkfor Medical Image SegmentationCode1
Interactive Object Segmentation in 3D Point CloudsCode1
Unsupervised Deep Learning Meets Chan-Vese ModelCode0
Active Diffusion and VCA-Assisted Image Segmentation of Hyperspectral ImagesCode0
Deep Learning Model with GA based Feature Selection and Context Integration0
Rapid model transfer for medical image segmentation via iterative human-in-the-loop update: from labelled public to unlabelled clinical datasets for multi-organ segmentation in CT0
Negligible effect of brain MRI data preprocessing for tumor segmentationCode0
Video K-Net: A Simple, Strong, and Unified Baseline for Video SegmentationCode1
Segmenting across places: The need for fair transfer learning with satellite imagery0
Feature-enhanced Adversarial Semi-supervised Semantic Segmentation Network for Pulmonary Embolism Annotation0
TorMentor: Deterministic dynamic-path, data augmentations with fractalsCode1
Automated Design of Salient Object Detection Algorithms with Brain Programming0
Instance Segmentation of Unlabeled Modalities via Cyclic Segmentation GAN0
PlutoNet: An Efficient Polyp Segmentation Network with Modified Partial Decoder and Decoder Consistency Training0
FocalClick: Towards Practical Interactive Image SegmentationCode2
Koopman-based spectral clustering of directed and time-evolving graphs0
A deep learning framework for the detection and quantification of drusen and reticular pseudodrusen on optical coherence tomography0
A Dempster-Shafer approach to trustworthy AI with application to fetal brain MRI segmentationCode1
Federated Cross Learning for Medical Image SegmentationCode1
Revisiting Near/Remote Sensing with Geospatial Attention0
A Novel Mask R-CNN Model to Segment Heterogeneous Brain Tumors through Image Subtraction0
Exemplar Learning for Medical Image Segmentation0
Histogram of Oriented Gradients Meet Deep Learning: A Novel Multi-task Deep Network for Medical Image Semantic SegmentationCode1
Analysis of Sparse Subspace Clustering: Experiments and Random Projection0
UNetFormer: A Unified Vision Transformer Model and Pre-Training Framework for 3D Medical Image SegmentationCode3
Online panoptic 3D reconstruction as a Linear Assignment ProblemCode1
Autonomous crater detection on asteroids using a fully-convolutional neural network0
Automatic Classification of Alzheimer's Disease using brain MRI data and deep Convolutional Neural Networks0
ReSTR: Convolution-free Referring Image Segmentation Using Transformers0
COSMOS: Cross-Modality Unsupervised Domain Adaptation for 3D Medical Image Segmentation based on Target-aware Domain Translation and Iterative Self-Training0
On the Road to Online Adaptation for Semantic Image SegmentationCode1
Learning Instance-Specific Adaptation for Cross-Domain Segmentation0
The impact of using voxel-level segmentation metrics on evaluating multifocal prostate cancer localisation0
L^3U-net: Low-Latency Lightweight U-net Based Image Segmentation Model for Parallel CNN Processors0
Target and Task specific Source-Free Domain Adaptive Image SegmentationCode1
Image Segmentation with Adaptive Spatial Priors from Joint Registration0
Harmonizing Pathological and Normal Pixels for Pseudo-healthy SynthesisCode1
A distribution-dependent Mumford-Shah model for unsupervised hyperspectral image segmentationCode0
Iterative, Deep Synthetic Aperture Sonar Image Segmentation0
Translation Consistent Semi-supervised Segmentation for 3D Medical ImagesCode1
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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