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 101–150 of 5035 papers

TitleStatusHype
CONSIGN: Conformal Segmentation Informed by Spatial Groupings via Decomposition—0
Self-Supervised Learning for Image Segmentation: A Comprehensive Survey—0
Mutual Evidential Deep Learning for Medical Image Segmentation—0
PRS-Med: Position Reasoning Segmentation with Vision-Language Model in Medical Imaging—0
Bridging the Inter-Domain Gap through Low-Level Features for Cross-Modal Medical Image SegmentationCode0
AoP-SAM: Automation of Prompts for Efficient Segmentation—0
Bayesian Deep Learning Approaches for Uncertainty-Aware Retinal OCT Image Segmentation for Multiple Sclerosis—0
MedVKAN: Efficient Feature Extraction with Mamba and KAN for Medical Image SegmentationCode1
Rethinking the Mean Teacher Strategy from the Perspective of Self-paced Learning—0
Attention on the SphereCode4
DDFP: Data-dependent Frequency Prompt for Source Free Domain Adaptation of Medical Image SegmentationCode0
Data-Agnostic Augmentations for Unknown Variations: Out-of-Distribution Generalisation in MRI SegmentationCode0
HWA-UNETR: Hierarchical Window Aggregate UNETR for 3D Multimodal Gastric Lesion SegmentationCode1
BoundarySeg:An Embarrassingly Simple Method To Boost Medical Image Segmentation Performance for Low Data Regimes—0
Using Foundation Models as Pseudo-Label Generators for Pre-Clinical 4D Cardiac CT Segmentation—0
Recent Advances in Medical Imaging Segmentation: A SurveyCode2
Calibration and Uncertainty for multiRater Volume Assessment in multiorgan Segmentation (CURVAS) challenge results—0
VIViT: Variable-Input Vision Transformer Framework for 3D MR Image Segmentation—0
Robust Kidney Abnormality Segmentation: A Validation Study of an AI-Based FrameworkCode0
Skull stripping with purely synthetic dataCode0
Towards user-centered interactive medical image segmentation in VR with an assistive AI agent—0
Boosting Cross-spectral Unsupervised Domain Adaptation for Thermal Semantic Segmentation—0
Structured Prediction with Abstention via the Lovász Hinge—0
Noise-Consistent Siamese-Diffusion for Medical Image Synthesis and SegmentationCode2
BrainSegDMlF: A Dynamic Fusion-enhanced SAM for Brain Lesion Segmentation—0
DFEN: Dual Feature Equalization Network for Medical Image SegmentationCode0
Adapting a Segmentation Foundation Model for Medical Image Classification—0
Image Segmentation via Variational Model Based Tailored UNet: A Deep Variational Framework—0
ADNP-15: An Open-Source Histopathological Dataset for Neuritic Plaque Segmentation in Human Brain Whole Slide Images with Frequency Domain Image Enhancement for Stain Normalization—0
Advancing 3D Medical Image Segmentation: Unleashing the Potential of Planarian Neural Networks in Artificial Intelligence—0
RAFT: Robust Augmentation of FeaTures for Image Segmentation—0
Rethinking Boundary Detection in Deep Learning-Based Medical Image SegmentationCode2
Artificial Protozoa Optimizer (APO): A novel bio-inspired metaheuristic algorithm for engineering optimization—0
IntelliCardiac: An Intelligent Platform for Cardiac Image Segmentation and ClassificationCode0
Adversarial Robustness Analysis of Vision-Language Models in Medical Image SegmentationCode0
UNet-3D with Adaptive TverskyCE Loss for Pancreas Medical Image Segmentation—0
RESAnything: Attribute Prompting for Arbitrary Referring Segmentation—0
Not Every Tree Is a Forest: Benchmarking Forest Types from Satellite Remote Sensing—0
Core-Set Selection for Data-efficient Land Cover SegmentationCode0
GeloVec: Higher Dimensional Geometric Smoothing for Coherent Visual Feature Extraction in Image Segmentation—0
Neuroevolution of Self-Attention Over Proto-Objects—0
RadSAM: Segmenting 3D radiological images with a 2D promptable model—0
LymphAtlas- A Unified Multimodal Lymphoma Imaging Repository Delivering AI-Enhanced Diagnostic InsightCode0
SAM-Guided Robust Representation Learning for One-Shot 3D Medical Image Segmentation—0
Magnifier: A Multi-grained Neural Network-based Architecture for Burned Area DelineationCode0
NUDF: Neural Unsigned Distance Fields for high resolution 3D medical image segmentation—0
Mamba-Sea: A Mamba-based Framework with Global-to-Local Sequence Augmentation for Generalizable Medical Image SegmentationCode1
SAIP-Net: Enhancing Remote Sensing Image Segmentation via Spectral Adaptive Information Propagation—0
Performance Estimation for Supervised Medical Image Segmentation Models on Unlabeled Data Using UniverSeg—0
TWIG: Two-Step Image Generation using Segmentation Masks in Diffusion Models—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