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 651700 of 5035 papers

TitleStatusHype
Directional Connectivity-based Segmentation of Medical ImagesCode1
Zero-shot Referring Image Segmentation with Global-Local Context FeaturesCode1
Learning with Explicit Shape Priors for Medical Image SegmentationCode1
Towards Foundation Models and Few-Shot Parameter-Efficient Fine-Tuning for Volumetric Organ SegmentationCode1
Multi-scale Hierarchical Vision Transformer with Cascaded Attention Decoding for Medical Image SegmentationCode1
IFSeg: Image-free Semantic Segmentation via Vision-Language ModelCode1
MultiTalent: A Multi-Dataset Approach to Medical Image SegmentationCode1
Few Shot Medical Image Segmentation with Cross Attention TransformerCode1
Inherent Consistent Learning for Accurate Semi-supervised Medical Image SegmentationCode1
Orthogonal Annotation Benefits Barely-supervised Medical Image SegmentationCode1
MI-SegNet: Mutual Information-Based US Segmentation for Unseen Domain GeneralizationCode1
Focused and Collaborative Feedback Integration for Interactive Image SegmentationCode1
Feature Alignment and Uniformity for Test Time AdaptationCode1
Neural Implicit Vision-Language Feature FieldsCode1
Object-Centric Slot DiffusionCode1
HybridMIM: A Hybrid Masked Image Modeling Framework for 3D Medical Image SegmentationCode1
Prototype Knowledge Distillation for Medical Segmentation with Missing ModalityCode1
MAPSeg: Unified Unsupervised Domain Adaptation for Heterogeneous Medical Image Segmentation Based on 3D Masked Autoencoding and Pseudo-LabelingCode1
MP-Former: Mask-Piloted Transformer for Image SegmentationCode1
Importance of Aligning Training Strategy with Evaluation for Diffusion Models in 3D Multiclass SegmentationCode1
Scaling Up 3D Kernels with Bayesian Frequency Re-parameterization for Medical Image SegmentationCode1
Transmission-Guided Bayesian Generative Model for Smoke SegmentationCode1
Kartezio: Evolutionary Design of Explainable Pipelines for Biomedical Image AnalysisCode1
A residual dense vision transformer for medical image super-resolution with segmentation-based perceptual loss fine-tuningCode1
Video-SwinUNet: Spatio-temporal Deep Learning Framework for VFSS Instance SegmentationCode1
PolyFormer: Referring Image Segmentation as Sequential Polygon GenerationCode1
Deep Anatomical Federated Network (Dafne): An open client-server framework for the continuous, collaborative improvement of deep learning-based medical image segmentationCode1
Anatomical Invariance Modeling and Semantic Alignment for Self-supervised Learning in 3D Medical Image AnalysisCode1
Adapting Pre-trained Vision Transformers from 2D to 3D through Weight Inflation Improves Medical Image SegmentationCode1
Med-NCA: Robust and Lightweight Segmentation with Neural Cellular AutomataCode1
Rethinking Semi-Supervised Medical Image Segmentation: A Variance-Reduction PerspectiveCode1
SegForestNet: Spatial-Partitioning-Based Aerial Image SegmentationCode1
Paced-Curriculum Distillation with Prediction and Label Uncertainty for Image SegmentationCode1
CHeart: A Conditional Spatio-Temporal Generative Model for Cardiac AnatomyCode1
ProtoSeg: Interpretable Semantic Segmentation with Prototypical PartsCode1
Enhancing Medical Image Segmentation with TransCeption: A Multi-Scale Feature Fusion ApproachCode1
Improving Sketch Colorization using Adversarial Segmentation ConsistencyCode1
Active learning for medical image segmentation with stochastic batchesCode1
Multi Kernel Positional Embedding ConvNeXt for Polyp SegmentationCode1
RCPS: Rectified Contrastive Pseudo Supervision for Semi-Supervised Medical Image SegmentationCode1
Hematoxylin and eosin stained oral squamous cell carcinoma histological images datasetCode1
Self-Supervised Correction Learning for Semi-Supervised Biomedical Image SegmentationCode1
Open-vocabulary Object Segmentation with Diffusion ModelsCode1
pyssam -- a Python library for statistical modelling of biomedical shape and appearanceCode1
Co-training with High-Confidence Pseudo Labels for Semi-supervised Medical Image SegmentationCode1
The state-of-the-art 3D anisotropic intracranial hemorrhage segmentation on non-contrast head CT: The INSTANCE challengeCode1
Medical Image Segmentation via Cascaded Attention DecodingCode1
CauSSL: Causality-inspired Semi-supervised Learning for Medical Image SegmentationCode1
MasQCLIP for Open-Vocabulary Universal Image SegmentationCode1
Towards Reliable Medical Image Segmentation by utilizing Evidential Calibrated UncertaintyCode1
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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