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 4451–4500 of 5035 papers

TitleStatusHype
Invertible Residual Network with Regularization for Effective Medical Image Segmentation—0
Investigating and Improving Latent Density Segmentation Models for Aleatoric Uncertainty Quantification in Medical Imaging—0
Investigation of Energy-efficient AI Model Architectures and Compression Techniques for "Green" Fetal Brain Segmentation—0
IPatch: A Remote Adversarial Patch—0
Iris recognition in cases of eye pathology—0
Iris Recognition with a Database of Iris Images Obtained in Visible Light Using Smartphone Camera—0
Deep learning for image segmentation: veritable or overhyped?—0
Is Foreground Prototype Sufficient? Few-Shot Medical Image Segmentation with Background-Fused Prototype—0
Is Image Super-resolution Helpful for Other Vision Tasks?—0
Ising on the Graph: Task-specific Graph Subsampling via the Ising Model—0
Is Long Range Sequential Modeling Necessary For Colorectal Tumor Segmentation?—0
Is SAM 2 Better than SAM in Medical Image Segmentation?—0
Iterative, Deep, and Unsupervised Synthetic Aperture Sonar Image Segmentation—0
Iterative Deep Convolutional Encoder-Decoder Network for Medical Image Segmentation—0
Iterative, Deep Synthetic Aperture Sonar Image Segmentation—0
Iteratively-Refined Interactive 3D Medical Image Segmentation with Multi-Agent Reinforcement Learning—0
Jansen-MIDAS: a multi-level photomicrograph segmentation software based on isotropic undecimated wavelets—0
J-CaPA : Joint Channel and Pyramid Attention Improves Medical Image Segmentation—0
Joint 3D Scene Reconstruction and Class Segmentation—0
Joint ANN-SNN Co-training for Object Localization and Image Segmentation—0
Joint Color-Spatial-Directional clustering and Region Merging (JCSD-RM) for unsupervised RGB-D image segmentation—0
Joint-Embedding Predictive Architecture for Self-Supervised Learning of Mask Classification Architecture—0
Joint Learning Templates and Slots for Event Schema Induction—0
Joint Liver and Hepatic Lesion Segmentation in MRI using a Hybrid CNN with Transformer Layers—0
Jointly Aligning and Segmenting Multiple Web Photo Streams for the Inference of Collective Photo Storylines—0
Joint Modeling of Image and Label Statistics for Enhancing Model Generalizability of Medical Image Segmentation—0
Joint Multiview Segmentation and Localization of RGB-D Images Using Depth-Induced Silhouette Consistency—0
Joint reconstruction-segmentation on graphs—0
Joint Segmentation and Deconvolution of Ultrasound Images Using a Hierarchical Bayesian Model based on Generalized Gaussian Priors—0
Joint shape learning and segmentation for medical images using a minimalistic deep network—0
Joint Topology-Preserving and Feature-Refinement Network for Curvilinear Structure Segmentation—0
Just Say Better or Worse: A Human-AI Collaborative Framework for Medical Image Segmentation Without Manual Annotations—0
KA^2ER: Knowledge Adaptive Amalgamation of ExpeRts for Medical Images Segmentation—0
KANDU-Net:A Dual-Channel U-Net with KAN for Medical Image Segmentation—0
KAN-Mamba FusionNet: Redefining Medical Image Segmentation with Non-Linear Modeling—0
Kernel Spectral Clustering and applications—0
Kernel-U-Net: Multivariate Time Series Forecasting using Custom Kernels—0
K-expectiles clustering—0
Keypoint Transfer for Fast Whole-Body Segmentation—0
Key-Word-Aware Network for Referring Expression Image Segmentation—0
Kid-Net: Convolution Networks for Kidney Vessels Segmentation from CT-Volumes—0
Kidney and Kidney Tumor Segmentation using a Logical Ensemble of U-nets with Volumetric Validation—0
KiPA22 Report: U-Net with Contour Regularization for Renal Structures Segmentation—0
Kitchen Food Waste Image Segmentation and Classification for Compost Nutrients Estimation—0
KLDD: Kalman Filter based Linear Deformable Diffusion Model in Retinal Image Segmentation—0
k-Means Clustering and Ensemble of Regressions: An Algorithm for the ISIC 2017 Skin Lesion Segmentation Challenge—0
K-means segmentation based-on lab color space for embryo detection in incubated egg—0
Knowledge-based Fully Convolutional Network and Its Application in Segmentation of Lung CT Images—0
Knowledge distillation from multi-modal to mono-modal segmentation networks—0
Knowledge distillation with Segment Anything (SAM) model for Planetary Geological Mapping—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