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 19011950 of 5035 papers

TitleStatusHype
Imbalanced Medical Image Segmentation with Pixel-dependent Noisy LabelsCode0
CTS: A Consistency-Based Medical Image Segmentation ModelCode0
Impact of Ground Truth Annotation Quality on Performance of Semantic Image Segmentation of Traffic ConditionsCode0
Image Segmentation Using Hierarchical Merge TreeCode0
Image Segmentation using Sparse Subset SelectionCode0
Augmented CycleGAN: Learning Many-to-Many Mappings from Unpaired DataCode0
Image Segmentation with Topological PriorsCode0
Implantable Adaptive Cells: differentiable architecture search to improve the performance of any trained U-shaped networkCode0
Improved post-hoc probability calibration for out-of-domain MRI segmentationCode0
Leveraging Unsupervised Image Registration for Discovery of Landmark Shape DescriptorCode0
Architecture Analysis and Benchmarking of 3D U-shaped Deep Learning Models for Thoracic Anatomical SegmentationCode0
CTARR: A fast and robust method for identifying anatomical regions on CT images via atlas registrationCode0
Image Clustering with Optimization Algorithms and Color SpaceCode0
ConStyX: Content Style Augmentation for Generalizable Medical Image SegmentationCode0
AttResDU-Net: Medical Image Segmentation Using Attention-based Residual Double U-NetCode0
ILSGAN: Independent Layer Synthesis for Unsupervised Foreground-Background SegmentationCode0
Image-level Regression for Uncertainty-aware Retinal Image SegmentationCode0
IB-U-Nets: Improving medical image segmentation tasks with 3D Inductive Biased kernelsCode0
IDEAL: Improved DEnse locAL Contrastive Learning for Semi-Supervised Medical Image SegmentationCode0
Hyperspectral Dataset and Deep Learning methods for Waste from Electric and Electronic Equipment Identification (WEEE)Code0
Hyperspectral Image Segmentation: A Preliminary Study on the Oral and Dental Spectral Image Database (ODSI-DB)Code0
Cross-modal tumor segmentation using generative blending augmentation and self trainingCode0
Cross-Modal Self-Attention Network for Referring Image SegmentationCode0
IAM: Enhancing RGB-D Instance Segmentation with New BenchmarksCode0
Identifying and Tracking Solar Magnetic Flux Elements with Deep LearningCode0
Image Segmentation by Iterative Inference from Conditional Score EstimationCode0
Hybrid Representation-Enhanced Sampling for Bayesian Active Learning in Musculoskeletal Segmentation of Lower ExtremitiesCode0
Attention Normalization Impacts Cardinality Generalization in Slot AttentionCode0
AdaptDiff: Cross-Modality Domain Adaptation via Weak Conditional Semantic Diffusion for Retinal Vessel SegmentationCode0
Hypernet-Ensemble Learning of Segmentation Probability for Medical Image Segmentation with Ambiguous LabelsCode0
Combo Loss: Handling Input and Output Imbalance in Multi-Organ SegmentationCode0
Topology-Preserving Downsampling of Binary ImagesCode0
Crosslink-Net: Double-Branch Encoder Network via Fusing Vertical and Horizontal Convolutions for Medical Image SegmentationCode0
Adaptation of Distinct Semantics for Uncertain Areas in Polyp SegmentationCode0
Crosslink-Net: Double-branch Encoder Segmentation Network via Fusing Vertical and Horizontal ConvolutionsCode0
Attention-Guided Residual U-Net with SE Connection and ASPP for Watershed-Based Cell Segmentation in Microscopy ImagesCode0
Hybrid-Fusion Transformer for Multisequence MRICode0
Attention Guided Network for Retinal Image SegmentationCode0
Cross-Domain Distribution Alignment for Segmentation of Private Unannotated 3D Medical ImagesCode0
Hybrid Dual Mean-Teacher Network With Double-Uncertainty Guidance for Semi-Supervised Segmentation of MRI ScansCode0
Towards Synchronous Memorizability and Generalizability with Site-Modulated Diffusion Replay for Cross-Site Continual SegmentationCode0
HyperSpace: Hypernetworks for spacing-adaptive image segmentationCode0
Image Segmentation: Inducing graph-based learningCode0
Cross-dimensional transfer learning in medical image segmentation with deep learningCode0
Attention-based Shape-Deformation Networks for Artifact-Free Geometry Reconstruction of Lumbar Spine from MR ImagesCode0
Crop and Couple: cardiac image segmentation using interlinked specialist networksCode0
How Reliable Are Out-of-Distribution Generalization Methods for Medical Image Segmentation?Code0
Towards Segment Anything Model (SAM) for Medical Image Segmentation: A SurveyCode0
How to scale hyperparameters for quickshift image segmentationCode0
Historical Document Image Segmentation with LDA-Initialized Deep Neural NetworksCode0
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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