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 32513300 of 5035 papers

TitleStatusHype
A Hybrid mmWave and Camera System for Long-Range Depth Imaging0
Optimal Latent Vector Alignment for Unsupervised Domain Adaptation in Medical Image Segmentation0
Contrastive Semi-Supervised Learning for 2D Medical Image Segmentation0
DS-TransUNet:Dual Swin Transformer U-Net for Medical Image SegmentationCode1
Part-aware Panoptic SegmentationCode1
Interior point search for nonparametric image segmentation0
RLCorrector: Reinforced Proofreading for Cell-level Microscopy Image Segmentation0
The Medical Segmentation DecathlonCode1
Spatio-Temporal Dual-Stream Neural Network for Sequential Whole-Body PET Segmentation0
Fully Transformer Networks for Semantic Image Segmentation0
Left Ventricle Contouring in Cardiac Images Based on Deep Reinforcement LearningCode0
Weakly Supervised Volumetric Image Segmentation with Deformed Templates0
Using GANs to Augment Data for Cloud Image Segmentation Task0
Meta-learning with implicit gradients in a few-shot setting for medical image segmentation0
Semi-Supervised Domain Adaptation via Adaptive and Progressive Feature Alignment0
Points2Polygons: Context-Based Segmentation from Weak Labels Using Adversarial Networks0
Semantic-Aware Contrastive Learning for Multi-object Medical Image Segmentation0
nnDetection: A Self-configuring Method for Medical Object DetectionCode1
Comprehensive Validation of Automated Whole Body Skeletal Muscle, Adipose Tissue, and Bone Segmentation from 3D CT images for Body Composition Analysis: Towards Extended Body Composition0
Analysis of Vision-based Abnormal Red Blood Cell Classification0
DAAIN: Detection of Anomalous and Adversarial Input using Normalizing FlowsCode1
Predicting the Solar Potential of Rooftops using Image Segmentation and Structured Data0
Learning Uncertainty For Safety-Oriented Semantic Segmentation In Autonomous Driving0
Self-Ensembling Contrastive Learning for Semi-Supervised Medical Image Segmentation0
Cardiac Segmentation on CT Images through Shape-Aware Contour Attentions0
BoundarySqueeze: Image Segmentation as Boundary SqueezingCode1
Adversarial Attack Driven Data Augmentation for Accurate And Robust Medical Image Segmentation0
ViBERTgrid: A Jointly Trained Multi-Modal 2D Document Representation for Key Information Extraction from Documents0
A self-supervised learning strategy for postoperative brain cavity segmentation simulating resectionsCode1
Orthogonal Ensemble Networks for Biomedical Image SegmentationCode0
Hyper-Convolution Networks for Biomedical Image SegmentationCode1
Uma implementação do jogo Pedra, Papel e Tesoura utilizando Visao ComputacionalCode0
Medical Image Segmentation Using Squeeze-and-Expansion TransformersCode1
SemSegLoss: A python package of loss functions for semantic segmentationCode1
Deep Active Contours Using Locally Controlled Distance Vector Flow0
Finding an Unsupervised Image Segmenter in Each of Your Deep Generative ModelsCode1
Voxel-level Siamese Representation Learning for Abdominal Multi-Organ Segmentation0
Focus U-Net: A novel dual attention-gated CNN for polyp segmentation during colonoscopy0
MSRF-Net: A Multi-Scale Residual Fusion Network for Biomedical Image SegmentationCode1
AtomAI: A Deep Learning Framework for Analysis of Image and Spectroscopy Data in (Scanning) Transmission Electron Microscopy and Beyond0
Cross-Modal Progressive Comprehension for Referring SegmentationCode1
Momentum Contrastive Voxel-wise Representation Learning for Semi-supervised Volumetric Medical Image Segmentation0
VICE: Visual Identification and Correction of Neural Circuit Errors0
Segmenter: Transformer for Semantic SegmentationCode1
A Large-Scale Benchmark for Food Image SegmentationCode1
Swin-Unet: Unet-like Pure Transformer for Medical Image SegmentationCode1
MDA-Net: Multi-Dimensional Attention-Based Neural Network for 3D Image Segmentation0
CFPNet-M: A Light-Weight Encoder-Decoder Based Network for Multimodal Biomedical Image Real-Time SegmentationCode1
Attention-Based 3D Seismic Fault Segmentation Training by a Few 2D Slice Labels0
A Novel Falling-Ball Algorithm for Image Segmentation0
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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