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

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 2901–2950 of 5035 papers

TitleStatusHype
A Comprehensive Survey of Transformers for Computer Vision—0
High-Quality Entity SegmentationCode0
Improving Uncertainty-based Out-of-Distribution Detection for Medical Image Segmentation—0
Domain-incremental Cardiac Image Segmentation with Style-oriented Replay and Domain-sensitive Feature Whitening—0
Automatic Error Detection in Integrated Circuits Image Segmentation: A Data-driven Approach—0
Efficient Single-Image Depth Estimation on Mobile Devices, Mobile AI & AIM 2022 Challenge: Report—0
High-Resolution Boundary Detection for Medical Image Segmentation with Piece-Wise Two-Sample T-Test Augmented Loss—0
Analysing the effectiveness of a generative model for semi-supervised medical image segmentation—0
Translated Skip Connections -- Expanding the Receptive Fields of Fully Convolutional Neural NetworksCode0
Unsupervised Model Adaptation for Source-free Segmentation of Medical Images—0
Style Augmentation improves Medical Image Segmentation—0
Exploring Structure-Wise Uncertainty for 3D Medical Image Segmentation—0
Deep Learning for Global Wildfire Forecasting—0
Rethinking Generalization: The Impact of Annotation Style on Medical Image Segmentation—0
Saliency Can Be All You Need In Contrastive Self-Supervised Learning—0
IB-U-Nets: Improving medical image segmentation tasks with 3D Inductive Biased kernelsCode0
Localized Randomized Smoothing for Collective Robustness Certification—0
Accelerating Diffusion Models via Pre-segmentation Diffusion Sampling for Medical Image Segmentation—0
UNet-2022: Exploring Dynamics in Non-isomorphic Architecture—0
FAS-UNet: A Novel FAS-driven Unet to Learn Variational Image SegmentationCode0
Super-Resolution Based Patch-Free 3D Image Segmentation with High-Frequency GuidanceCode0
IDEAL: Improved DEnse locAL Contrastive Learning for Semi-Supervised Medical Image SegmentationCode0
How precise are performance estimates for typical medical image segmentation tasks?—0
ConnectedUNets++: Mass Segmentation from Whole Mammographic Images—0
Brain Tumor Segmentation using Enhanced U-Net Model with Empirical AnalysisCode0
Semantic Image Segmentation with Deep Learning for Vine Leaf Phenotyping—0
Large Batch and Patch Size Training for Medical Image Segmentation—0
MS-DCANet: A Novel Segmentation Network For Multi-Modality COVID-19 Medical Images—0
Diversity-Promoting Ensemble for Medical Image Segmentation—0
Unsupervised Image Semantic Segmentation through Superpixels and Graph Neural Networks—0
RAIS: Robust and Accurate Interactive Segmentation via Continual Learning—0
Image Semantic Relation Generation—0
Otsu based Differential Evolution Method for Image Segmentation—0
Real-Time Multi-Modal Semantic Fusion on Unmanned Aerial Vehicles with Label Propagation for Cross-Domain Adaptation—0
Cutting-Splicing data augmentation: A novel technology for medical image segmentation—0
Heterogeneous Feature Distillation Network for SAR Image Semantic Segmentation—0
EISeg: An Efficient Interactive Segmentation Tool based on PaddlePaddle—0
MKIS-Net: A Light-Weight Multi-Kernel Network for Medical Image Segmentation—0
Data-Limited Tissue Segmentation using Inpainting-Based Self-Supervised Learning—0
Unsupervised Dense Nuclei Detection and Segmentation with Prior Self-activation Map For Histology Images—0
MonoDVPS: A Self-Supervised Monocular Depth Estimation Approach to Depth-aware Video Panoptic Segmentation—0
Synthetic-to-real Composite Semantic Segmentation in Additive Manufacturing—0
ConvTransSeg: A Multi-resolution Convolution-Transformer Network for Medical Image SegmentationCode0
ACSeg: Adaptive Conceptualization for Unsupervised Semantic Segmentation—0
Digitization of Raster Logs: A Deep Learning Approach—0
Memory transformers for full context and high-resolution 3D Medical Segmentation—0
DPANET:Dual Pooling Attention Network for Semantic Segmentation—0
UGformer for Robust Left Atrium and Scar Segmentation Across Scanners—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
Deep Fourier Up-SamplingCode0
Show:102550
← PrevPage 59 of 101Next →
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