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 3051–3100 of 5035 papers

TitleStatusHype
Segmentation of 3D Dental Images Using Deep Learning—0
Fully trainable Gaussian derivative convolutional layerCode0
Self-Supervised-RCNN for Medical Image Segmentation with Limited Data Annotation—0
MLP-GAN for Brain Vessel Image SegmentationCode0
Analysis of liver cancer detection based on image processing—0
Immunofluorescence Capillary Imaging Segmentation: Cases StudyCode0
Unsupervised Recognition of Informative Features via Tensor Network Machine Learning and Quantum Entanglement Variations—0
Forest and Water Bodies Segmentation Through Satellite Images Using U-Net—0
PseudoClick: Interactive Image Segmentation with Click Imitation—0
Wound Segmentation with Dynamic Illumination Correction and Dual-view Semantic Fusion—0
Image Segmentation for Radar Signal Deinterleaving Using Deep Learning—0
Unsupervised Domain Adaptive Fundus Image Segmentation with Category-level RegularizationCode0
Vision Transformers: State of the Art and Research Challenges—0
Multi-Contrast MRI Segmentation Trained on Synthetic Images—0
ACT-Net: Asymmetric Co-Teacher Network for Semi-supervised Memory-efficient Medical Image SegmentationCode0
MMGL: Multi-Scale Multi-View Global-Local Contrastive learning for Semi-supervised Cardiac Image SegmentationCode0
A Survey on Label-efficient Deep Image Segmentation: Bridging the Gap between Weak Supervision and Dense Prediction—0
Distilling Ensemble of Explanations for Weakly-Supervised Pre-Training of Image Segmentation ModelsCode0
Usable Region Estimate for Assessing Practical Usability of Medical Image Segmentation ModelsCode0
Segmentation of waterbodies in remote sensing images using deep stacked ensemble model—0
Online Reflective Learning for Robust Medical Image Segmentation—0
Implicit U-Net for volumetric medical image segmentation—0
Single-domain Generalization in Medical Image Segmentation via Test-time Adaptation from Shape Dictionary—0
Placenta Segmentation in Ultrasound Imaging: Addressing Sources of Uncertainty and Limited Field-of-ViewCode0
Adversarial Consistency for Single Domain Generalization in Medical Image Segmentation—0
FF-UNet: a U-Shaped Deep Convolutional Neural Network for Multimodal Biomedical Image SegmentationCode0
MaskRange: A Mask-classification Model for Range-view based LiDAR Segmentation—0
Superadditivity and Convex Optimization for Globally Optimal Cell Segmentation using Deformable Shape ModelsCode0
Toward Unpaired Multi-modal Medical Image Segmentation via Learning Structured Semantic Consistency—0
Deep Compatible Learning for Partially-Supervised Medical Image Segmentation—0
CRISP - Reliable Uncertainty Estimation for Medical Image Segmentation—0
Waymo Open Dataset: Panoramic Video Panoptic Segmentation—0
Med-DANet: Dynamic Architecture Network for Efficient Medical Volumetric Segmentation—0
DeepRecon: Joint 2D Cardiac Segmentation and 3D Volume Reconstruction via A Structure-Specific Generative Method—0
Data-Driven Deep Supervision for Medical Image Segmentation—0
On Image Segmentation With Noisy Labels: Characterization and Volume Properties of the Optimal Solutions to Accuracy and DiceCode0
Assessing Privacy Leakage in Synthetic 3-D PET Imaging using Transversal GANCode0
ClamNet: Using contrastive learning with variable depth Unets for medical image segmentation—0
Joint Modeling of Image and Label Statistics for Enhancing Model Generalizability of Medical Image Segmentation—0
ConFUDA: Contrastive Fewshot Unsupervised Domain Adaptation for Medical Image Segmentation—0
Data Stealing Attack on Medical Images: Is it Safe to Export Networks from Data Lakes?—0
Deep Neural Patchworks: Coping with Large Segmentation Tasks—0
MASNet:Improve Performance of Siamese Networks with Mutual-attention for Remote Sensing Change Detection Tasks—0
Implementation of a Modified U-Net for Medical Image Segmentation on Edge Devices—0
EVAC+: Multi-scale V-net with Deep Feature CRF Layers for Brain ExtractionCode0
ACT: Semi-supervised Domain-adaptive Medical Image Segmentation with Asymmetric Co-training—0
GridShift: A Faster Mode-seeking Algorithm for Image Segmentation and Object Tracking—0
Mutual- and Self- Prototype Alignment for Semi-supervised Medical Image Segmentation—0
Learning Probabilistic Topological Representations Using Discrete Morse Theory—0
A Deep-Learning Usability Expansion Model of Ocean Observations—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