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 3651–3700 of 5035 papers

TitleStatusHype
mDALU: Multi-Source Domain Adaptation and Label Unification with Partial Datasets—0
Information-Theoretic Segmentation by Inpainting Error MaximizationCode0
Pyramid-Focus-Augmentation: Medical Image Segmentation with Step-Wise FocusCode0
D-LEMA: Deep Learning Ensembles from Multiple Annotations -- Application to Skin Lesion Segmentation—0
Few-shot Medical Image Segmentation using a Global Correlation Network with Discriminative Embedding—0
nnU-Net: a self-configuring method for deep learning-based biomedical image segmentation—0
Computer Stereo Vision for Autonomous Driving—0
Offset Curves Loss for Imbalanced Problem in Medical Segmentation—0
Domain Adaptation on Semantic Segmentation for Aerial Images—0
Generation of annotated multimodal ground truth datasets for abdominal medical image registration—0
Artist, Style And Year Classification Using Face Recognition And Clustering With Convolutional Neural Networks—0
Towards Robust Partially Supervised Multi-Structure Medical Image Segmentation on Small-Scale Data—0
Modelling brain lesion volume in patches with CNN-based Poisson Regression—0
PGL: Prior-Guided Local Self-supervised Learning for 3D Medical Image Segmentation—0
Multi-feature driven active contour segmentation model for infrared image with intensity inhomogeneity—0
Argmax Flows: Learning Categorical Distributions with Normalizing Flows—0
Segmentation overlapping wear particles with few labelled data and imbalance sample—0
Bidirectional RNN-based Few Shot Learning for 3D Medical Image Segmentation—0
SoftSeg: Advantages of soft versus binary training for image segmentation—0
High-level Prior-based Loss Functions for Medical Image Segmentation: A Survey—0
Studying Robustness of Semantic Segmentation under Domain Shift in cardiac MRI—0
w-Net: Dual Supervised Medical Image Segmentation Model with Multi-Dimensional Attention and Cascade Multi-Scale Convolution—0
Efficient Medical Image Segmentation with Intermediate Supervision Mechanism—0
Interpretable and synergistic deep learning for visual explanation and statistical estimations of segmentation of disease features from medical images—0
A comparative study of semi- and self-supervised semantic segmentation of biomedical microscopy data—0
Cross-Modal Self-Attention Distillation for Prostate Cancer Segmentation—0
Automatic Brain Tumor Segmentation with Scale Attention NetworkCode0
A deep learning classifier for local ancestry inferenceCode0
Distribution-aware Margin Calibration for Medical Image Segmentation—0
Highway Driving Dataset for Semantic Video Segmentation—0
U-Net and its variants for medical image segmentation: theory and applications—0
Recyclable Waste Identification Using CNN Image Recognition and Gaussian Clustering—0
ASIST: Annotation-free synthetic instance segmentation and tracking for microscope video analysis—0
Self-paced and self-consistent co-training for semi-supervised image segmentationCode0
Volumetric Medical Image Segmentation: A 3D Deep Coarse-to-fine Framework and Its Adversarial Examples—0
Global Image Segmentation Process using Machine Learning algorithm & Convolution Neural Network method for Self- Driving Vehicles—0
VoteNet++: Registration Refinement for Multi-Atlas Segmentation—0
Optimization for Medical Image Segmentation: Theory and Practice when evaluating with Dice Score or Jaccard Index—0
Segmentation of the cortical plate in fetal brain MRI with a topological loss—0
What is Wrong with Continual Learning in Medical Image Segmentation?—0
Weakly-supervised Learning For Catheter Segmentation in 3D Frustum Ultrasound—0
Color Image Segmentation Metrics—0
GASNet: Weakly-supervised Framework for COVID-19 Lesion Segmentation—0
CT Image Segmentation for Inflamed and Fibrotic Lungs Using a Multi-Resolution Convolutional Neural Network—0
Ensembling Low Precision Models for Binary Biomedical Image Segmentation—0
Human Perception-based Evaluation Criterion for Ultra-high Resolution Cell Membrane Segmentation—0
Encoder-decoder semantic segmentation models for electroluminescence images of thin-film photovoltaic modules—0
PP-LinkNet: Improving Semantic Segmentation of High Resolution Satellite Imagery with Multi-stage Training—0
DoFE: Domain-oriented Feature Embedding for Generalizable Fundus Image Segmentation on Unseen DatasetsCode0
Bridging 2D and 3D Segmentation Networks for Computation Efficient Volumetric Medical Image Segmentation: An Empirical Study of 2.5D Solutions—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