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 10011050 of 5035 papers

TitleStatusHype
Decomposing 3D Scenes into Objects via Unsupervised Volume SegmentationCode1
FANet: A Feedback Attention Network for Improved Biomedical Image SegmentationCode1
Is segmentation uncertainty useful?Code1
Self-Guided and Cross-Guided Learning for Few-Shot SegmentationCode1
Boundary IoU: Improving Object-Centric Image Segmentation EvaluationCode1
CateNorm: Categorical Normalization for Robust Medical Image SegmentationCode1
Generic Attention-model Explainability for Interpreting Bi-Modal and Encoder-Decoder TransformersCode1
Learning Versatile Neural Architectures by Propagating Network CodesCode1
A Location-Sensitive Local Prototype Network for Few-Shot Medical Image SegmentationCode1
Margin Preserving Self-paced Contrastive Learning Towards Domain Adaptation for Medical Image SegmentationCode1
Adapt Everywhere: Unsupervised Adaptation of Point-Clouds and Entropy Minimisation for Multi-modal Cardiac Image SegmentationCode1
PointFlow: Flowing Semantics Through Points for Aerial Image SegmentationCode1
FedDG: Federated Domain Generalization on Medical Image Segmentation via Episodic Learning in Continuous Frequency SpaceCode1
U-Net Transformer: Self and Cross Attention for Medical Image SegmentationCode1
Capturing Omni-Range Context for Omnidirectional SegmentationCode1
Dual-Task Mutual Learning for Semi-Supervised Medical Image SegmentationCode1
Boosting Semi-supervised Image Segmentation with Global and Local Mutual Information RegularizationCode1
TransBTS: Multimodal Brain Tumor Segmentation Using TransformerCode1
NeRD: Neural Representation of Distribution for Medical Image SegmentationCode1
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
InstantDL-An easy-to-use deep learning pipeline for image segmentation and classificationCode1
MixSearch: Searching for Domain Generalized Medical Image Segmentation ArchitecturesCode1
Medical Transformer: Gated Axial-Attention for Medical Image SegmentationCode1
CheXseg: Combining Expert Annotations with DNN-generated Saliency Maps for X-ray SegmentationCode1
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
Image Compositing for Segmentation of Surgical Tools without Manual AnnotationsCode1
TransFuse: Fusing Transformers and CNNs for Medical Image SegmentationCode1
Adversarial Segmentation Loss for Sketch ColorizationCode1
Argmax Flows and Multinomial Diffusion: Learning Categorical DistributionsCode1
Unified Focal loss: Generalising Dice and cross entropy-based losses to handle class imbalanced medical image segmentationCode1
MudrockNet: Semantic Segmentation of Mudrock SEM Images through Deep LearningCode1
Modeling the Probabilistic Distribution of Unlabeled Data forOne-shot Medical Image SegmentationCode1
Vessel-CAPTCHA: an efficient learning framework for vessel annotation and segmentationCode1
U-Noise: Learnable Noise Masks for Interpretable Image SegmentationCode1
Cutting-edge 3D Medical Image Segmentation Methods in 2020: Are Happy Families All Alike?Code1
Semi-supervised Cardiac Image Segmentation via Label Propagation and Style TransferCode1
Histogram Matching Augmentation for Domain Adaptation with Application to Multi-Centre, Multi-Vendor and Multi-Disease Cardiac Image SegmentationCode1
OCTA-500: A Retinal Dataset for Optical Coherence Tomography Angiography StudyCode1
Meticulous Object SegmentationCode1
Annotation-efficient deep learning for automatic medical image segmentationCode1
Grabber: A tool to improve convergence in interactive image segmentationCode1
Deep learning approach to left ventricular non-compaction measurementCode1
Inter-slice Context Residual Learning for 3D Medical Image SegmentationCode1
DoDNet: Learning to segment multi-organ and tumors from multiple partially labeled datasetsCode1
Contrastive Registration for Unsupervised Medical Image SegmentationCode1
Learning Euler's Elastica Model for Medical Image SegmentationCode1
A Teacher-Student Framework for Semi-supervised Medical Image Segmentation From Mixed SupervisionCode1
Show:102550
← PrevPage 21 of 101Next →

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