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 3401–3450 of 5035 papers

TitleStatusHype
TransBTS: Multimodal Brain Tumor Segmentation Using TransformerCode1
NeRD: Neural Representation of Distribution for Medical Image SegmentationCode1
Morphological Operation Residual Blocks: Enhancing 3D Morphological Feature Representation in Convolutional Neural Networks for Semantic Segmentation of Medical Images—0
SpecTr: Spectral Transformer for Hyperspectral Pathology Image SegmentationCode1
CoTr: Efficiently Bridging CNN and Transformer for 3D Medical Image SegmentationCode1
Semi-supervised Left Atrium Segmentation with Mutual Consistency TrainingCode1
Learning With Context Feedback Loop for Robust Medical Image SegmentationCode0
Unsupervised Domain Adaptation Network with Category-Centric Prototype Aligner for Biomedical Image Segmentation—0
K-means segmentation based-on lab color space for embryo detection in incubated egg—0
InstantDL-An easy-to-use deep learning pipeline for image segmentation and classificationCode1
A Novel CNN-LSTM-based Approach to Predict Urban Expansion—0
Uncertainty guided semi-supervised segmentation of retinal layers in OCT images—0
Medical Image Segmentation with Limited Supervision: A Review of Deep Network Models—0
Convolution-Free Medical Image Segmentation using Transformers—0
MixSearch: Searching for Domain Generalized Medical Image Segmentation ArchitecturesCode1
Binary segmentation of medical images using implicit spline representations and deep learningCode0
Portrait Segmentation Using Ensemble of Heterogeneous Deep-Learning Models—0
Direct Estimation of Appearance Models for Segmentation—0
Semantically Meaningful Class Prototype Learning for One-Shot Image Semantic SegmentationCode0
CheXseg: Combining Expert Annotations with DNN-generated Saliency Maps for X-ray SegmentationCode1
Medical Transformer: Gated Axial-Attention for Medical Image SegmentationCode1
EMDS-5: Environmental Microorganism Image Dataset Fifth Version for Multiple Image Analysis Tasks—0
Analyzing Overfitting under Class Imbalance in Neural Networks for Image SegmentationCode1
Squeeze-and-Excitation Normalization for Automated Delineation of Head and Neck Primary Tumors in Combined PET and CT ImagesCode1
Center Smoothing: Certified Robustness for Networks with Structured OutputsCode0
Benefits of Linear Conditioning with Metadata for Image Segmentation—0
Image Compositing for Segmentation of Surgical Tools without Manual AnnotationsCode1
A Thorough View of Exact Inference in Graphs from the Degree-4 Sum-of-Squares Hierarchy—0
Uncertainty-based method for improving poorly labeled segmentation datasets—0
TransFuse: Fusing Transformers and CNNs for Medical Image SegmentationCode1
Membership Inference Attacks are Easier on Difficult ProblemsCode0
Segmenting two-dimensional structures with strided tensor networksCode0
Saliency-Aware Class-Agnostic Food Image Segmentation—0
Adversarial Segmentation Loss for Sketch ColorizationCode1
L-SNet: from Region Localization to Scale Invariant Medical Image Segmentation—0
Argmax Flows and Multinomial Diffusion: Learning Categorical DistributionsCode1
End-to-End Deep Learning of Lane Detection and Path Prediction for Real-Time Autonomous Driving—0
TransUNet: Transformers Make Strong Encoders for Medical Image SegmentationCode2
Unified Focal loss: Generalising Dice and cross entropy-based losses to handle class imbalanced medical image segmentationCode1
A Systematic Approach for MRI Brain Tumor Localization, and Segmentation using Deep Learning and Active Contouring—0
MudrockNet: Semantic Segmentation of Mudrock SEM Images through Deep LearningCode1
TricycleGAN: Unsupervised Image Synthesis and Segmentation Based on Shape Priors—0
Modeling the Probabilistic Distribution of Unlabeled Data forOne-shot Medical Image SegmentationCode1
Co-Seg: An Image Segmentation Framework Against Label Corruption—0
ObjectAug: Object-level Data Augmentation for Semantic Image Segmentation—0
Utilizing Uncertainty Estimation in Deep Learning Segmentation of Fluorescence Microscopy Images with Missing Markers—0
Automatic Liver Segmentation from CT Images Using Deep Learning Algorithms: A Comparative StudyCode0
Mask-based Data Augmentation for Semi-supervised Semantic Segmentation—0
Network-Agnostic Knowledge Transfer for Medical Image Segmentation—0
Vessel-CAPTCHA: an efficient learning framework for vessel annotation and segmentationCode1
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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