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 2101–2150 of 5035 papers

TitleStatusHype
OpenNeRF: Open Set 3D Neural Scene Segmentation with Pixel-Wise Features and Rendered Novel Views—0
Investigation of Energy-efficient AI Model Architectures and Compression Techniques for "Green" Fetal Brain Segmentation—0
Red-Teaming Segment Anything ModelCode0
Adaptive Feature Fusion Neural Network for Glaucoma Segmentation on Unseen Fundus Images—0
Contextual Embedding Learning to Enhance 2D Networks for Volumetric Image SegmentationCode0
OVFoodSeg: Elevating Open-Vocabulary Food Image Segmentation via Image-Informed Textual Representation—0
Diffusion based Zero-shot Medical Image-to-Image Translation for Cross Modality Segmentation—0
Medical Visual Prompting (MVP): A Unified Framework for Versatile and High-Quality Medical Image Segmentation—0
Teeth-SEG: An Efficient Instance Segmentation Framework for Orthodontic Treatment based on Anthropic Prior Knowledge—0
MugenNet: A Novel Combined Convolution Neural Network and Transformer Network with its Application for Colonic Polyp Image Segmentation—0
Attention-based Shape-Deformation Networks for Artifact-Free Geometry Reconstruction of Lumbar Spine from MR ImagesCode0
FreeSeg-Diff: Training-Free Open-Vocabulary Segmentation with Diffusion Models—0
Segmentation Re-thinking Uncertainty Estimation Metrics for Semantic Segmentation—0
Efficient 3D Instance Mapping and Localization with Neural Fields—0
Rethinking Information Loss in Medical Image Segmentation with Various-sized Targets—0
A Quantum Fuzzy-based Approach for Real-Time Detection of Solar Coronal Holes—0
Deep Learning Segmentation and Classification of Red Blood Cells Using a Large Multi-Scanner Dataset—0
Teaching AI the Anatomy Behind the Scan: Addressing Anatomical Flaws in Medical Image Segmentation with Learnable Prior—0
Rotate to Scan: UNet-like Mamba with Triplet SSM Module for Medical Image Segmentation—0
Integrating Mamba Sequence Model and Hierarchical Upsampling Network for Accurate Semantic Segmentation of Multiple Sclerosis Legion—0
CT Synthesis with Conditional Diffusion Models for Abdominal Lymph Node Segmentation—0
Random-coupled Neural Network—0
ChebMixer: Efficient Graph Representation Learning with MLP Mixer—0
EDUE: Expert Disagreement-Guided One-Pass Uncertainty Estimation for Medical Image Segmentation—0
Deep models for stroke segmentation: do complex architectures always perform better?—0
3D-EffiViTCaps: 3D Efficient Vision Transformer with Capsule for Medical Image SegmentationCode0
Strategies to Improve Real-World Applicability of Laparoscopic Anatomy Segmentation Models—0
SegICL: A Multimodal In-context Learning Framework for Enhanced Segmentation in Medical Imaging—0
SM2C: Boost the Semi-supervised Segmentation for Medical Image by using Meta Pseudo Labels and Mixed Images—0
SMTF: Sparse transformer with multiscale contextual fusion for medical image segmentationCode0
Anytime, Anywhere, Anyone: Investigating the Feasibility of Segment Anything Model for Crowd-Sourcing Medical Image AnnotationsCode0
Modular Deep Active Learning Framework for Image Annotation: A Technical Report for the Ophthalmo-AI Project—0
LeFusion: Controllable Pathology Synthesis via Lesion-Focused Diffusion ModelsCode0
Safeguarding Medical Image Segmentation Datasets against Unauthorized Training via Contour- and Texture-Aware Perturbations—0
Analysing Diffusion Segmentation for Medical Images—0
MaskSAM: Towards Auto-prompt SAM with Mask Classification for Medical Image Segmentation—0
Robust image segmentation model based on binary level set—0
Uncertainty Driven Active Learning for Image Segmentation in Underwater Inspection—0
ZoDi: Zero-Shot Domain Adaptation with Diffusion-Based Image TransferCode0
ProMamba: Prompt-Mamba for polyp segmentation—0
Federated Semi-supervised Learning for Medical Image Segmentation with intra-client and inter-client Consistency—0
QUBIQ: Uncertainty Quantification for Biomedical Image Segmentation Challenge—0
FlexiFly: Interfacing the Physical World with Foundation Models Empowered by Reconfigurable Drone Systems—0
Building Brain Tumor Segmentation Networks with User-Assisted Filter Estimation and Selection—0
Inter- and intra-uncertainty based feature aggregation model for semi-supervised histopathology image segmentationCode0
Financial Table Extraction in Image Documents—0
MoreStyle: Relax Low-frequency Constraint of Fourier-based Image Reconstruction in Generalizable Medical Image SegmentationCode0
A Dynamically Weighted Loss Function for Unsupervised Image Segmentation—0
Fuzzy Rank-based Late Fusion Technique for Cytology image Segmentation—0
Topologically Faithful Multi-class Segmentation in Medical Images—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