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 2651–2700 of 5035 papers

TitleStatusHype
Using the Polar Transform for Efficient Deep Learning-Based Aorta Segmentation in CTA ImagesCode1
Toward Unpaired Multi-modal Medical Image Segmentation via Learning Structured Semantic Consistency—0
Deep Compatible Learning for Partially-Supervised Medical Image Segmentation—0
Rethinking Bayesian Deep Learning Methods for Semi-Supervised Volumetric Medical Image SegmentationCode1
Diffusion models as plug-and-play priorsCode2
Joint Class-Affinity Loss Correction for Robust Medical Image Segmentation with Noisy LabelsCode1
AMOS: A Large-Scale Abdominal Multi-Organ Benchmark for Versatile Medical Image SegmentationCode1
Waymo Open Dataset: Panoramic Video Panoptic Segmentation—0
CRISP - Reliable Uncertainty Estimation for Medical Image Segmentation—0
Data-Driven Deep Supervision for Medical Image Segmentation—0
DeepRecon: Joint 2D Cardiac Segmentation and 3D Volume Reconstruction via A Structure-Specific Generative Method—0
Med-DANet: Dynamic Architecture Network for Efficient Medical Volumetric Segmentation—0
Fitting Segmentation Networks on Varying Image Resolutions using SplattingCode1
Assessing Privacy Leakage in Synthetic 3-D PET Imaging using Transversal GANCode0
On Image Segmentation With Noisy Labels: Characterization and Volume Properties of the Optimal Solutions to Accuracy and DiceCode0
ClamNet: Using contrastive learning with variable depth Unets for medical image segmentation—0
Joint Modeling of Image and Label Statistics for Enhancing Model Generalizability of Medical Image Segmentation—0
MobileOne: An Improved One millisecond Mobile BackboneCode2
ConFUDA: Contrastive Fewshot Unsupervised Domain Adaptation for Medical Image Segmentation—0
Deep Neural Patchworks: Coping with Large Segmentation Tasks—0
Data Stealing Attack on Medical Images: Is it Safe to Export Networks from Data Lakes?—0
EVAC+: Multi-scale V-net with Deep Feature CRF Layers for Brain ExtractionCode0
MASNet:Improve Performance of Siamese Networks with Mutual-attention for Remote Sensing Change Detection Tasks—0
Bootstrapping Semi-supervised Medical Image Segmentation with Anatomical-aware Contrastive DistillationCode1
Implementation of a Modified U-Net for Medical Image Segmentation on Edge Devices—0
Mask DINO: Towards A Unified Transformer-based Framework for Object Detection and SegmentationCode4
GridShift: A Faster Mode-seeking Algorithm for Image Segmentation and Object Tracking—0
ACT: Semi-supervised Domain-adaptive Medical Image Segmentation with Asymmetric Co-training—0
Learning Probabilistic Topological Representations Using Discrete Morse Theory—0
R2U++: A Multiscale Recurrent Residual U-Net with Dense Skip Connections for Medical Image Segmentation—0
Mutual- and Self- Prototype Alignment for Semi-supervised Medical Image Segmentation—0
Patcher: Patch Transformers with Mixture of Experts for Precise Medical Image SegmentationCode1
A Deep-Learning Usability Expansion Model of Ocean Observations—0
Incremental Learning Meets Transfer Learning: Application to Multi-site Prostate MRI Segmentation—0
Adaptive Adversarial Training to Improve Adversarial Robustness of DNNs for Medical Image Segmentation and Detection—0
MaxStyle: Adversarial Style Composition for Robust Medical Image SegmentationCode1
H-EMD: A Hierarchical Earth Mover's Distance Method for Instance Segmentation—0
MISSU: 3D Medical Image Segmentation via Self-distilling TransUNetCode1
Transforming medical imaging with Transformers? A comparative review of key properties, current progresses, and future perspectives—0
A Dual-fusion Semantic Segmentation Framework With GAN For SAR Images—0
Suggestive Annotation of Brain MR Images with Gradient-guided Sampling—0
A Bhattacharyya Coefficient-Based Framework for Noise Model-Aware Random Walker Image Segmentation—0
The Fully Convolutional Transformer for Medical Image SegmentationCode1
Dynamic Linear Transformer for 3D Biomedical Image SegmentationCode0
Co-Training for Unsupervised Domain Adaptation of Semantic Segmentation ModelsCode0
DeepDefacer: Automatic Removal of Facial Features via U-Net Image Segmentation—0
Memory-efficient Segmentation of High-resolution Volumetric MicroCT ImagesCode0
D^2NeRF: Self-Supervised Decoupling of Dynamic and Static Objects from a Monocular Video—0
Segmentation Consistency Training: Out-of-Distribution Generalization for Medical Image SegmentationCode0
EfficientViT: Multi-Scale Linear Attention for High-Resolution Dense PredictionCode4
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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