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 41014150 of 5035 papers

TitleStatusHype
ET-Net: A Generic Edge-aTtention Guidance Network for Medical Image SegmentationCode0
Mixed-Supervised Dual-Network for Medical Image Segmentation0
One-stage Shape Instantiation from a Single 2D Image to 3D Point Cloud0
From Active Contours to Minimal Geodesic Paths: New Solutions to Active Contours Problems by Eikonal Equations0
Incremental Class Discovery for Semantic Segmentation with RGBD Sensing0
Domain specific cues improve robustness of deep learning based segmentation of ct volumes0
Learning Shape Priors for Robust Cardiac MR Segmentation from Multi-view Images0
Improving Brain Magnetic Resonance Image MRI Segmentation via a Novel Algorithm based on Genetic and Regional Growth0
An Efficient 3D CNN for Action/Object Segmentation in Video0
CLCI-Net: Cross-Level fusion and Context Inference Networks for Lesion Segmentation of Chronic StrokeCode0
Stereo-based terrain traversability analysis using normal-based segmentation and superpixel surface analysis0
X-Net: Brain Stroke Lesion Segmentation Based on Depthwise Separable Convolution and Long-range DependenciesCode0
DA-RefineNet:A Dual Input Whole Slide Image Segmentation Algorithm Based on AttentionCode0
A Divide-and-Conquer Approach towards Understanding Deep Networks0
Understanding Deep Learning Techniques for Image Segmentation0
Gated-SCNN: Gated Shape CNNs for Semantic SegmentationCode0
Deep-Learning for Tidemark Segmentation in Human Osteochondral Tissues Imaged with Micro-computed TomographyCode0
Introduction to Camera Pose Estimation with Deep Learning0
Assessing Reliability and Challenges of Uncertainty Estimations for Medical Image SegmentationCode0
Data Efficient Unsupervised Domain Adaptation for Cross-Modality Image Segmentation0
Self-Supervised Learning for Cardiac MR Image Segmentation by Anatomical Position Prediction0
A General Framework for Complex Network-Based Image Segmentation0
Deep Attentive Features for Prostate Segmentation in 3D Transrectal UltrasoundCode0
DeepMRSeg: A convolutional deep neural network for anatomy and abnormality segmentation on MR images0
Using Deep Learning to Count Albatrosses from Space0
Improving the generalizability of convolutional neural network-based segmentation on CMR imagesCode0
SLSNet: Skin lesion segmentation using a lightweight generative adversarial network0
Conditional Segmentation in Lieu of Image Registration0
A Regularized Convolutional Neural Network for Semantic Image Segmentation0
CaDIS: Cataract Dataset for Image Segmentation0
Topology Maintained Structure Encoding0
Boundary and Entropy-driven Adversarial Learning for Fundus Image SegmentationCode0
Brain MR Image Segmentation in Small Dataset with Adversarial Defense and Task Reorganization0
A Novel Deep Learning Based Approach for Left Ventricle Segmentation in Echocardiography: MFP-Unet0
Learning a sparse database for patch-based medical image segmentation0
Refined-Segmentation R-CNN: A Two-stage Convolutional Neural Network for Punctate White Matter Lesion Segmentation in Preterm InfantsCode0
Learning to segment microscopy images with lazy labels0
A sparse annotation strategy based on attention-guided active learning for 3D medical image segmentation0
Scalable Neural Architecture Search for 3D Medical Image Segmentation0
Gated CRF Loss for Weakly Supervised Semantic Image Segmentation0
Mimic and Fool: A Task Agnostic Adversarial AttackCode0
PAN: Projective Adversarial Network for Medical Image Segmentation0
Generative adversarial network for segmentation of motion affected neonatal brain MRI0
Semantic-guided Encoder Feature Learning for Blurry Boundary Delineation0
Learning to Segment Skin Lesions from Noisy Annotations0
When Unseen Domain Generalization is Unnecessary? Rethinking Data AugmentationCode0
Multi-scale self-guided attention for medical image segmentationCode0
V-NAS: Neural Architecture Search for Volumetric Medical Image Segmentation0
Generative Model-Based Ischemic Stroke Lesion Segmentation0
Handling Inter-Annotator Agreement for Automated Skin Lesion SegmentationCode0
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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