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 47514800 of 5035 papers

TitleStatusHype
Handling Inter-Annotator Agreement for Automated Skin Lesion SegmentationCode0
Pseudo Label-Guided Data Fusion and Output Consistency for Semi-Supervised Medical Image SegmentationCode0
HALOS: Hallucination-free Organ Segmentation after Organ Resection SurgeryCode0
Psi-Net: Shape and boundary aware joint multi-task deep network for medical image segmentationCode0
Unsupervised Decomposition Networks for Bias Field Correction in MR ImageCode0
PTQ4RIS: Post-Training Quantization for Referring Image SegmentationCode0
Skull stripping with purely synthetic dataCode0
Unsupervised Deep Learning Meets Chan-Vese ModelCode0
PULASki: Learning inter-rater variability using statistical distances to improve probabilistic segmentationCode0
Slack and Margin Rescaling as Convex Extensions of Supermodular FunctionsCode0
Putting the Segment Anything Model to the Test with 3D Knee MRI - A Comparison with State-of-the-Art PerformanceCode0
H²O: Heatmap by Hierarchical OcclusionCode0
Sli2Vol+: Segmenting 3D Medical Images Based on an Object Estimation Guided Correspondence Flow NetworkCode0
Guided Prompting in SAM for Weakly Supervised Cell Segmentation in Histopathological ImagesCode0
GSVNet: Guided Spatially-Varying Convolution for Fast Semantic Segmentation on VideoCode0
Visual Explanations From Deep 3D Convolutional Neural Networks for Alzheimer's Disease ClassificationCode0
Pyramid-Focus-Augmentation: Medical Image Segmentation with Step-Wise FocusCode0
Boundary-Aware Geometric Encoding for Semantic Segmentation of Point CloudsCode0
CVAE-SM: A Conditional Variational Autoencoder with Style Modulation for Efficient Uncertainty QuantificationCode0
GRU-Net: Gaussian Attention Aided Dense Skip Connection Based MultiResUNet for Breast Histopathology Image SegmentationCode0
Weakly-Supervised Semantic Segmentation Network With Deep Seeded Region GrowingCode0
Boundary-aware Context Neural Network for Medical Image SegmentationCode0
Boundary and Entropy-driven Adversarial Learning for Fundus Image SegmentationCode0
Grounding Linguistic Commands to Navigable RegionsCode0
GraphSeg: Segmented 3D Representations via Graph Edge Addition and ContractionCode0
Bottom-Up Shift and Reasoning for Referring Image SegmentationCode0
Going to Extremes: Weakly Supervised Medical Image SegmentationCode0
GMM-Based Hidden Markov Random Field for Color Image and 3D Volume SegmentationCode0
How to Efficiently Annotate Images for Best-Performing Deep Learning Based Segmentation Models: An Empirical Study with Weak and Noisy Annotations and Segment Anything ModelCode0
GLoG-CSUnet: Enhancing Vision Transformers with Adaptable Radiomic Features for Medical Image SegmentationCode0
Training Generative Adversarial Networks from Incomplete Observations using Factorised DiscriminatorsCode0
An application of cascaded 3D fully convolutional networks for medical image segmentationCode0
Quantifying Knee Cartilage Shape and Lesion: From Image to MetricsCode0
Quantifying Statistical Significance of Neural Network-based Image Segmentation by Selective InferenceCode0
Boosting Medical Image Segmentation Performance with Adaptive Convolution LayerCode0
Quantifying the Limits of Segmentation Foundation Models: Modeling Challenges in Segmenting Tree-Like and Low-Contrast ObjectsCode0
GLIMS: Attention-Guided Lightweight Multi-Scale Hybrid Network for Volumetric Semantic SegmentationCode0
SMRVIS: Point cloud extraction from 3-D ultrasound for non-destructive testingCode0
SMTF: Sparse transformer with multiscale contextual fusion for medical image segmentationCode0
Visual Material Characteristics Learning for Circular HealthcareCode0
Blackbox Adaptation for Medical Image SegmentationCode0
AdaptDiff: Cross-Modality Domain Adaptation via Weak Conditional Semantic Diffusion for Retinal Vessel SegmentationCode0
Biologically-inspired Semi-supervised Semantic Segmentation for Biomedical ImagingCode0
Binary segmentation of medical images using implicit spline representations and deep learningCode0
BEN: Using Confidence-Guided Matting for Dichotomous Image SegmentationCode0
Gleason Grading of Histology Prostate Images through Semantic Segmentation via Residual U-NetCode0
QU-BraTS: MICCAI BraTS 2020 Challenge on Quantifying Uncertainty in Brain Tumor Segmentation - Analysis of Ranking Scores and Benchmarking ResultsCode0
Adaptation of Distinct Semantics for Uncertain Areas in Polyp SegmentationCode0
QuickDraw: Fast Visualization, Analysis and Active Learning for Medical Image SegmentationCode0
Quickshift++: Provably Good Initializations for Sample-Based Mean ShiftCode0
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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