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 4001–4050 of 5035 papers

TitleStatusHype
Domain Generalization via Model-Agnostic Learning of Semantic FeaturesCode0
Unified Multi-scale Feature Abstraction for Medical Image Segmentation—0
Anchor Diffusion for Unsupervised Video Object SegmentationCode0
Neural Ordinary Differential Equations for Semantic Segmentation of Individual Colon GlandsCode0
Penalizing small errors using an Adaptive Logarithmic Loss—0
Automatic Lumbar Spinal CT Image Segmentation with a Dual Densely Connected U-Net—0
MIScnn: A Framework for Medical Image Segmentation with Convolutional Neural Networks and Deep LearningCode0
MixModule: Mixed CNN Kernel Module for Medical Image Segmentation—0
Intracranial Hemorrhage Segmentation Using Deep Convolutional ModelCode0
Organ At Risk Segmentation with Multiple Modality—0
Introducing Hann windows for reducing edge-effects in patch-based image segmentation—0
Method of detecting the defects of the end face of steel coils—0
Deep Semantic Segmentation of Natural and Medical Images: A Review—0
Encoder-Decoder based CNN and Fully Connected CRFs for Remote Sensed Image Segmentation—0
Contour Sparse Representation with SDD Features for Object Recognition—0
An Image Segmentation Model Based on a Variational Formulation—0
End-to-End Defect Detection in Automated Fiber Placement Based on Artificially Generated Data—0
Deep Learning Based Detection and Correction of Cardiac MR Motion Artefacts During Reconstruction for High-Quality Segmentation—0
Level set image segmentation with velocity term learned from data with applications to lung nodule segmentationCode0
Deep Multiphase Level Set for Scene Parsing—0
DeshadowGAN: A Deep Learning Approach to Remove Shadows from Optical Coherence Tomography Images—0
Brain MRI Tumor Segmentation with Adversarial Networks—0
NeurReg: Neural Registration and Its Application to Image SegmentationCode0
A Topological Loss Function for Deep-Learning based Image Segmentation using Persistent HomologyCode0
CNN-based Semantic Segmentation using Level Set Loss—0
Pyramid Graph Networks With Connection Attentions for Region-Based One-Shot Semantic Segmentation—0
See-Through-Text Grouping for Referring Image Segmentation—0
MultiSeg: Semantically Meaningful, Scale-Diverse Segmentations From Minimal User Input—0
Improvement of Multiparametric MR Image Segmentation by Augmenting the Data with Generative Adversarial Networks for Glioma Patients—0
End-to-End Deep Convolutional Active Contours for Image Segmentation—0
Biomedical Image Segmentation by Retina-like Sequential Attention Mechanism Using Only A Few Training Images—0
Dual Adaptive Pyramid Network for Cross-Stain Histopathology Image Segmentation—0
Do Deep Neural Networks for Segmentation Understand Insideness?—0
A multi-task U-net for segmentation with lazy labels—0
Multi-scale fully convolutional neural networks for histopathology image segmentation: from nuclear aberrations to the global tissue architectureCode0
Intelligent image synthesis to attack a segmentation CNN using adversarial learning—0
Volume Preserving Image Segmentation with Entropic Regularization Optimal Transport and Its Applications in Deep Learning—0
Neural Style Transfer Improves 3D Cardiovascular MR Image Segmentation on Inconsistent DataCode0
Deep learning architectures for automated image segmentation—0
Deep Retinal Image Segmentation with Regularization Under Geometric Priors—0
Extremely Weak Supervised Image-to-Image Translation for Semantic SegmentationCode0
Cardiac MRI Image Segmentation for Left Ventricle and Right Ventricle using Deep Learning—0
Regular Partitions and Their Use in Structural Pattern Recognition—0
3D Deep Affine-Invariant Shape Learning for Brain MR Image Segmentation—0
Risk-Aware Planning by Confidence Estimation using Deep Learning-Based Perception—0
PILOT: Physics-Informed Learned Optimized Trajectories for Accelerated MRICode0
An Automatic Cardiac Segmentation Framework based on Multi-sequence MR ImageCode0
SegNAS3D: Network Architecture Search with Derivative-Free Global Optimization for 3D Image Segmentation—0
Image Segmentation using Multi-Threshold technique by Histogram Sampling—0
Virtual organelle self-coding for fluorescence imaging via adversarial learning—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