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 3851–3900 of 5035 papers

TitleStatusHype
SimPropNet: Improved Similarity Propagation for Few-shot Image Segmentation—0
Feedback U-net for Cell Image Segmentation—0
A deep learning-based framework for segmenting invisible clinical target volumes with estimated uncertainties for post-operative prostate cancer radiotherapy—0
OR-UNet: an Optimized Robust Residual U-Net for Instrument Segmentation in Endoscopic Images—0
COVID-19 Chest CT Image Segmentation -- A Deep Convolutional Neural Network Solution—0
A review: Deep learning for medical image segmentation using multi-modality fusion—0
Generative Synthetic Augmentation using Label-to-Image Translation for Nuclei Image Segmentation—0
L-CO-Net: Learned Condensation-Optimization Network for Clinical Parameter Estimation from Cardiac Cine MRICode0
A Spatially Constrained Deep Convolutional Neural Network for Nerve Fiber Segmentation in Corneal Confocal Microscopic Images using Inaccurate AnnotationsCode0
Referring Image Segmentation by Generative Adversarial Learning—0
LSM: Learning Subspace Minimization for Low-level Vision—0
Spectral GUI for Automated Tissue and Lesion Segmentation of T1 Weighted Breast MR Images—0
Color Image Segmentation using Adaptive Particle Swarm Optimization and Fuzzy C-means—0
CAggNet: Crossing Aggregation Network for Medical Image Segmentation—0
A generic ensemble based deep convolutional neural network for semi-supervised medical image segmentationCode0
Residual-driven Fuzzy C-Means Clustering for Image Segmentation—0
Image Segmentation Using Hybrid Representations—0
Y-net: Biomedical Image Segmentation and Clustering—0
Improving Calibration and Out-of-Distribution Detection in Medical Image Segmentation with Convolutional Neural NetworksCode0
Capsules for Biomedical Image Segmentation—0
CNN in CT Image Segmentation: Beyound Loss Function for Expoliting Ground Truth Images—0
U-Net Using Stacked Dilated Convolutions for Medical Image Segmentation—0
Harmony-Search and Otsu based System for Coronavirus Disease (COVID-19) Detection using Lung CT Scan ImagesCode0
CondenseUNet: A Memory-Efficient Condensely-Connected Architecture for Bi-ventricular Blood Pool and Myocardium Segmentation—0
Volumetric Attention for 3D Medical Image Segmentation and Detection—0
A Fast Fully Octave Convolutional Neural Network for Document Image SegmentationCode0
RSS-Net: Weakly-Supervised Multi-Class Semantic Segmentation with FMCW Radar—0
Pathological Retinal Region Segmentation From OCT Images Using Geometric Relation Based Augmentation—0
DISIR: Deep Image Segmentation with Interactive RefinementCode0
Using the Split Bregman Algorithm to Solve the Self-repelling Snake Model—0
DCNAS: Densely Connected Neural Architecture Search for Semantic Image Segmentation—0
Deep Grouping Model for Unified Perceptual Parsing—0
CRNet: Cross-Reference Networks for Few-Shot Segmentation—0
Organ Segmentation From Full-size CT Images Using Memory-Efficient FCN—0
CF2-Net: Coarse-to-Fine Fusion Convolutional Network for Breast Ultrasound Image Segmentation—0
ROAM: Random Layer Mixup for Semi-Supervised Learning in Medical ImagingCode0
Semi-supervised few-shot learning for medical image segmentation—0
3D medical image segmentation with labeled and unlabeled data using autoencoders at the example of liver segmentation in CT images—0
LT-Net: Label Transfer by Learning Reversible Voxel-wise Correspondence for One-shot Medical Image Segmentation—0
Deep Learning for Automatic Tracking of Tongue Surface in Real-time Ultrasound Videos, Landmarks instead of Contours—0
A Simple Probabilistic Method for Deep Classification under Input-Dependent Label Noise—0
Boundary Guidance Hierarchical Network for Real-Time Tongue Segmentation—0
EDC3: Ensemble of Deep-Classifiers using Class-specific Copula functions to Improve Semantic Image Segmentation—0
Real-Time High-Performance Semantic Image Segmentation of Urban Street Scenes—0
Out-of-Distribution Detection in Multi-Label Datasets using Latent Space of β-VAE—0
Robustness study of noisy annotation in deep learning based medical image segmentation—0
Improving Training on Noisy Stuctured Labels—0
A Multi-scale CNN-CRF Framework for Environmental Microorganism Image Segmentation—0
BUSU-Net: An Ensemble U-Net Framework for Medical Image Segmentation—0
Gastric histopathology image segmentation using a hierarchical conditional random field—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