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 2451–2500 of 5035 papers

TitleStatusHype
MKIS-Net: A Light-Weight Multi-Kernel Network for Medical Image Segmentation—0
Optimizing Vision Transformers for Medical Image SegmentationCode1
Unsupervised Dense Nuclei Detection and Segmentation with Prior Self-activation Map For Histology Images—0
Synthetic-to-real Composite Semantic Segmentation in Additive Manufacturing—0
MonoDVPS: A Self-Supervised Monocular Depth Estimation Approach to Depth-aware Video Panoptic Segmentation—0
Data-Limited Tissue Segmentation using Inpainting-Based Self-Supervised Learning—0
ConvTransSeg: A Multi-resolution Convolution-Transformer Network for Medical Image SegmentationCode0
ACSeg: Adaptive Conceptualization for Unsupervised Semantic Segmentation—0
The Fast and Accurate Approach to Detection and Segmentation of Melanoma Skin Cancer using Fine-tuned Yolov3 and SegNet Based on Deep Transfer Learning—0
DPANET:Dual Pooling Attention Network for Semantic Segmentation—0
Digitization of Raster Logs: A Deep Learning Approach—0
Deep Fourier Up-SamplingCode0
Memory transformers for full context and high-resolution 3D Medical Segmentation—0
UGformer for Robust Left Atrium and Scar Segmentation Across Scanners—0
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
FocalUNETR: A Focal Transformer for Boundary-aware Segmentation of CT ImagesCode1
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
WUDA: Unsupervised Domain Adaptation Based on Weak Source Domain LabelsCode0
Adaptively Weighted Data Augmentation Consistency Regularization for Robust Optimization under Concept Shift—0
Complementary consistency semi-supervised learning for 3D left atrial image segmentationCode1
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
Wild Animal Classifier Using CNN—0
Learning Hierarchical Image Segmentation For Recognition and By RecognitionCode1
Attention Augmented ConvNeXt UNet For Rectal Tumour Segmentation—0
Predictive Inference with Feature Conformal PredictionCode1
PLN: Parasitic-Like Network for Barely Supervised Medical Image SegmentationCode1
Semi-Supervised Domain Generalization for Cardiac Magnetic Resonance Image Segmentation with High Quality Pseudo LabelsCode0
Where Should I Spend My FLOPS? Efficiency Evaluations of Visual Pre-training Methods—0
NBV-SC: Next Best View Planning based on Shape Completion for Fruit Mapping and Reconstruction—0
Automatic satellite building construction monitoring—0
3D UX-Net: A Large Kernel Volumetric ConvNet Modernizing Hierarchical Transformer for Medical Image SegmentationCode2
UNesT: Local Spatial Representation Learning with Hierarchical Transformer for Efficient Medical SegmentationCode1
Data Augmentation using Feature Generation for Volumetric Medical Images—0
Sauron U-Net: Simple automated redundancy elimination in medical image segmentation via filter pruningCode0
Mine yOur owN Anatomy: Revisiting Medical Image Segmentation with Extremely Limited LabelsCode0
USE-Evaluator: Performance Metrics for Medical Image Segmentation Models with Uncertain, Small or Empty Reference AnnotationsCode0
RetiFluidNet: A Self-Adaptive and Multi-Attention Deep Convolutional Network for Retinal OCT Fluid SegmentationCode1
Grsnet: gated residual supervision network for pixel-wise building segmentation in remote sensing imagery—0
TeST: Test-time Self-Training under Distribution Shift—0
CUTS: A Deep Learning and Topological Framework for Multigranular Unsupervised Medical Image SegmentationCode1
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
Self-adversarial Multi-scale Contrastive Learning for Semantic Segmentation of Thermal Facial ImagesCode1
Understanding the Tricks of Deep Learning in Medical Image Segmentation: Challenges and Future DirectionsCode2
Towards Robust Referring Image 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