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 2001–2050 of 5035 papers

TitleStatusHype
Image Recognition of Tea Leaf Diseases Based on Convolutional Neural Network—0
GAEI-UNet: Global Attention and Elastic Interaction U-Net for Vessel Image Segmentation—0
Domain-stratified Training for Cross-organ and Cross-scanner Adenocarcinoma Segmentation in the COSAS 2024 Challenge—0
GASNet: Weakly-supervised Framework for COVID-19 Lesion Segmentation—0
Gastric histopathology image segmentation using a hierarchical conditional random field—0
Gated CRF Loss for Weakly Supervised Semantic Image Segmentation—0
A Neural Markovian Multiresolution Image Labeling Algorithm—0
Gaussian Building Mesh (GBM): Extract a Building's 3D Mesh with Google Earth and Gaussian Splatting—0
Image-based Agarwood Resinous Area Segmentation using Deep Learning—0
Gaussian Dynamic Convolution for Efficient Single-Image Segmentation—0
Domain-incremental Cardiac Image Segmentation with Style-oriented Replay and Domain-sensitive Feature Whitening—0
Gaze-Assisted Human-Centric Domain Adaptation for Cardiac Ultrasound Image Segmentation—0
A neuromorphic approach to image processing and machine vision—0
Gazebo Plants: Simulating Plant-Robot Interaction with Cosserat Rods—0
Image analysis for automatic measurement of crustose lichens—0
Image-Based Dietary Assessment: A Healthy Eating Plate Estimation System—0
Domain Generalization with Adversarial Intensity Attack for Medical Image Segmentation—0
GCL: Gradient-Guided Contrastive Learning for Medical Image Segmentation with Multi-Perspective Meta Labels—0
Bootstrapping single-channel source separation via unsupervised spatial clustering on stereo mixtures—0
Domain Generalization for Endoscopic Image Segmentation by Disentangling Style-Content Information and SuperPixel Consistency—0
GeloVec: Higher Dimensional Geometric Smoothing for Coherent Visual Feature Extraction in Image Segmentation—0
GenColor: Generative Color-Concept Association in Visual Design—0
Generalisable Cardiac Structure Segmentation via Attentional and Stacked Image Adaptation—0
Domain Game: Disentangle Anatomical Feature for Single Domain Generalized Segmentation—0
Image2SSM: Reimagining Statistical Shape Models from Images with Radial Basis Functions—0
Generalizable Disaster Damage Assessment via Change Detection with Vision Foundation Model—0
Image Reconstruction Using Deep Learning—0
Conformal confidence sets for biomedical image segmentation—0
Generalization Capabilities of Neural Cellular Automata for Medical Image Segmentation: A Robust and Lightweight Approach—0
_1DecNet+: A new architecture framework by _1 decomposition and iteration unfolding for sparse feature segmentation—0
Boosting Weakly-Supervised Referring Image Segmentation via Progressive Comprehension—0
A Network Structure to Explicitly Reduce Confusion Errors in Semantic Segmentation—0
Generalizing Deep Models for Overhead Image Segmentation Through Getis-Ord Gi* Pooling—0
ConFUDA: Contrastive Fewshot Unsupervised Domain Adaptation for Medical Image Segmentation—0
Generating Discriminative Object Proposals via Submodular Ranking—0
IEOPF: An Active Contour Model for Image Segmentation with Inhomogeneities Estimated by Orthogonal Primary Functions—0
Generation of annotated multimodal ground truth datasets for abdominal medical image registration—0
Generative adversarial network for segmentation of motion affected neonatal brain MRI—0
Boosting Semi-Supervised Medical Image Segmentation via Masked Image Consistency and Discrepancy Learning—0
An Estimation Method of Measuring Image Quality for Compressed Images of Human Face—0
Domain Adaptation on Semantic Segmentation for Aerial Images—0
Generative ScatterNet Hybrid Deep Learning (G-SHDL) Network with Structural Priors for Semantic Image Segmentation—0
CONSIGN: Conformal Segmentation Informed by Spatial Groupings via Decomposition—0
Generative Text-Guided 3D Vision-Language Pretraining for Unified Medical Image Segmentation—0
A Distance Map Regularized CNN for Cardiac Cine MR Image Segmentation—0
Domain Adaptation Meets Zero-Shot Learning: An Annotation-Efficient Approach to Multi-Modality Medical Image Segmentation—0
Domain Adaptation for Visual Applications: A Comprehensive Survey—0
An Error Detection and Correction Framework for Connectomics—0
A Digital Fuzzy Edge Detector for Color Images—0
Boosting Medical Image Classification with Segmentation Foundation Model—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