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 1251–1300 of 5035 papers

TitleStatusHype
PathFL: Multi-Alignment Federated Learning for Pathology Image SegmentationCode0
Geometric Feature Prompting of Image Segmentation Models—0
What You Perceive Is What You Conceive: A Cognition-Inspired Framework for Open Vocabulary Image Segmentation—0
LlamaSeg: Image Segmentation via Autoregressive Mask Generation—0
Deformable Attentive Visual Enhancement for Referring Segmentation Using Vision-Language Model—0
CDPDNet: Integrating Text Guidance with Hybrid Vision Encoders for Medical Image SegmentationCode0
Domain and Task-Focused Example Selection for Data-Efficient Contrastive Medical Image SegmentationCode0
TK-Mamba: Marrying KAN with Mamba for Text-Driven 3D Medical Image SegmentationCode0
ThinkVideo: High-Quality Reasoning Video Segmentation with Chain of ThoughtsCode0
FreqU-FNet: Frequency-Aware U-Net for Imbalanced Medical Image Segmentation—0
BadDepth: Backdoor Attacks Against Monocular Depth Estimation in the Physical World—0
Auto-nnU-Net: Towards Automated Medical Image SegmentationCode0
Efficient Prototype Consistency Learning in Medical Image Segmentation via Joint Uncertainty and Data Augmentation—0
TAGS: 3D Tumor-Adaptive Guidance for SAM—0
Zero-Shot Gaze-based Volumetric Medical Image Segmentation—0
P3Net: Progressive and Periodic Perturbation for Semi-Supervised Medical Image Segmentation—0
CONSIGN: Conformal Segmentation Informed by Spatial Groupings via Decomposition—0
Unintended Bias in 2D+ Image Segmentation and Its Effect on Attention Asymmetry—0
TransMedSeg: A Transferable Semantic Framework for Semi-Supervised Medical Image Segmentation—0
Self-Supervised Learning for Image Segmentation: A Comprehensive Survey—0
Mutual Evidential Deep Learning for Medical Image Segmentation—0
AoP-SAM: Automation of Prompts for Efficient Segmentation—0
Bridging the Inter-Domain Gap through Low-Level Features for Cross-Modal Medical Image SegmentationCode0
Bayesian Deep Learning Approaches for Uncertainty-Aware Retinal OCT Image Segmentation for Multiple Sclerosis—0
PRS-Med: Position Reasoning Segmentation with Vision-Language Model in Medical Imaging—0
Rethinking the Mean Teacher Strategy from the Perspective of Self-paced Learning—0
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
Using Foundation Models as Pseudo-Label Generators for Pre-Clinical 4D Cardiac CT Segmentation—0
BoundarySeg:An Embarrassingly Simple Method To Boost Medical Image Segmentation Performance for Low Data Regimes—0
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
Towards user-centered interactive medical image segmentation in VR with an assistive AI agent—0
Skull stripping with purely synthetic dataCode0
Robust Kidney Abnormality Segmentation: A Validation Study of an AI-Based FrameworkCode0
Boosting Cross-spectral Unsupervised Domain Adaptation for Thermal Semantic Segmentation—0
Image Segmentation via Variational Model Based Tailored UNet: A Deep Variational Framework—0
Structured Prediction with Abstention via the Lovász Hinge—0
DFEN: Dual Feature Equalization Network for Medical Image SegmentationCode0
BrainSegDMlF: A Dynamic Fusion-enhanced SAM for Brain Lesion Segmentation—0
Adapting a Segmentation Foundation Model for Medical Image Classification—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
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
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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