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 2951–3000 of 5035 papers

TitleStatusHype
Unsupervised Domain Adaptive Fundus Image Segmentation with Few Labeled Source Data—0
Improved Abdominal Multi-Organ Segmentation via 3D Boundary-Constrained Deep Neural NetworksCode0
Improving Data-Efficient Fossil Segmentation via Model Editing—0
A Learning-based Framework for Topology-Preserving Segmentation using Quasiconformal Mappings—0
WUDA: Unsupervised Domain Adaptation Based on Weak Source Domain LabelsCode0
PriorNet: lesion segmentation in PET-CT including prior tumor appearance information—0
Two Video Data Sets for Tracking and Retrieval of Out of Distribution ObjectsCode0
APAUNet: Axis Projection Attention UNet for Small Target in 3D Medical SegmentationCode0
Analysis of the performance of U-Net neural networks for the segmentation of living cellsCode0
Adaptively Weighted Data Augmentation Consistency Regularization for Robust Optimization under Concept Shift—0
Wild Animal Classifier Using CNN—0
Attention Augmented ConvNeXt UNet For Rectal Tumour Segmentation—0
Semi-Supervised Domain Generalization for Cardiac Magnetic Resonance Image Segmentation with High Quality Pseudo LabelsCode0
NBV-SC: Next Best View Planning based on Shape Completion for Fruit Mapping and Reconstruction—0
Where Should I Spend My FLOPS? Efficiency Evaluations of Visual Pre-training Methods—0
Automatic satellite building construction monitoring—0
Data Augmentation using Feature Generation for Volumetric Medical Images—0
Mine yOur owN Anatomy: Revisiting Medical Image Segmentation with Extremely Limited LabelsCode0
Sauron U-Net: Simple automated redundancy elimination in medical image segmentation via filter pruningCode0
USE-Evaluator: Performance Metrics for Medical Image Segmentation Models with Uncertain, Small or Empty Reference AnnotationsCode0
TeST: Test-time Self-Training under Distribution Shift—0
Grsnet: gated residual supervision network for pixel-wise building segmentation in remote sensing imagery—0
Segmentation of patchy areas in biomedical images based on local edge density estimation—0
Graph Neural Network and Superpixel Based Brain Tissue Segmentation (Corrected Version)—0
CNN based Intelligent Streetlight Management Using Smart CCTV Camera and Semantic SegmentationCode0
Can segmentation models be trained with fully synthetically generated data?—0
Automated Segmentation and Recurrence Risk Prediction of Surgically Resected Lung Tumors with Adaptive Convolutional Neural NetworksCode0
Contrastive Re-localization and History Distillation in Federated CMR Segmentation—0
Weakly Supervised Medical Image Segmentation With Soft Labels and Noise Robust Loss—0
Whole-Body Lesion Segmentation in 18F-FDG PET/CTCode0
Memory Consistent Unsupervised Off-the-Shelf Model Adaptation for Source-Relaxed Medical Image Segmentation—0
Medical Image Segmentation using LeViT-UNet++: A Case Study on GI Tract Data—0
Label Refinement Network from Synthetic Error Augmentation for Medical Image SegmentationCode0
A Survey on Evolutionary Computation for Computer Vision and Image Analysis: Past, Present, and Future Trends—0
Warm Start Active Learning with Proxy Labels \& Selection via Semi-Supervised Fine-Tuning—0
A Clustering Method Based on Information Entropy Payload—0
High-resolution semantically-consistent image-to-image translation—0
SFS-A68: a dataset for the segmentation of space functions in apartment buildingsCode0
On the Optimal Combination of Cross-Entropy and Soft Dice Losses for Lesion Segmentation with Out-of-Distribution RobustnessCode0
Calibrating Segmentation Networks with Margin-based Label SmoothingCode0
Pathology Synthesis of 3D-Consistent Cardiac MR Images using 2D VAEs and GANsCode0
Crosslink-Net: Double-Branch Encoder Network via Fusing Vertical and Horizontal Convolutions for Medical Image SegmentationCode0
An efficient approach for nonconvex semidefinite optimization via customized alternating direction method of multipliers—0
An evaluation of U-Net in Renal Structure Segmentation—0
Multi-task Swin Transformer for Motion Artifacts Classification and Cardiac Magnetic Resonance Image Segmentation—0
Source-Free Unsupervised Domain Adaptation with Norm and Shape Constraints for Medical Image Segmentation—0
Mayfly optimization with deep learning enabled retinal fundus image classification model—0
Addressing Class Imbalance in Semi-supervised Image Segmentation: A Study on Cardiac MRI—0
Airway Tree Modeling Using Dual-channel 3D UNet 3+ with Vesselness Prior—0
Segmentation of Parotid Gland Tumors Using Multimodal MRI and Contrastive 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