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SotA/Medical/Medical Image Segmentation

Medical Image Segmentation

341 benchmarks2089 papers

Medical Image Segmentation is a computer vision task that involves dividing an medical image into multiple segments, where each segment represents a different object or structure of interest in the image. The goal of medical image segmentation is to provide a precise and accurate representation of the objects of interest within the image, typically for the purpose of diagnosis, treatment planning, and quantitative analysis.

<span style="color:grey; opacity: 0.6">( Image credit: IVD-Net )</span>

Benchmarks

Medical Image Segmentation on Kvasir-SEG

mean DicemIoUAverage MAES-Measuremax E-MeasureFPSPrecisionRecallF-measure

Medical Image Segmentation on CVC-ClinicDB

mean DicemIoUAverage MAES-Measuremax E-MeasureF-measure

Medical Image Segmentation on CVC-ColonDB

mean DicemIoUAverage MAES-Measuremax E-Measure

Medical Image Segmentation on ETIS-LARIBPOLYPDB

mean DicemIoUAverage MAES-Measuremax E-Measure

Medical Image Segmentation on Synapse multi-organ CT

Avg DSCAvg HD

Medical Image Segmentation on DRIVE

F1 scoreAUCAccuracymIoUSpecificitysensitivityRecallMCCPrecision1:1 AccuracyAverage IOUDSC

Medical Image Segmentation on Automatic Cardiac Diagnosis Challenge (ACDC)

Avg DSC

Medical Image Segmentation on SUN-SEG-Easy (Unseen)

SensitivityDiceS measuremean E-measuremean F-measureweighted F-measuremean IoU

Medical Image Segmentation on SUN-SEG-Hard (Unseen)

SensitivityDiceS-Measuremean E-measuremean F-measureweighted F-measuremean IoU

Medical Image Segmentation on ISIC 2018

mean DiceMean IoUDSCF1-Score

Medical Image Segmentation on CHASE_DB1

AUCF1 scoreSensitivitymIOUDSCMCC1:1 AccuracyAccAverage IOU

Medical Image Segmentation on MoNuSeg

F1IoUAHD95ASDmIoUAverage Dice

Medical Image Segmentation on LiTS2017

DiceIoUHD

Medical Image Segmentation on STARE

AUCF1 scoremIOUSensitivityAccMCC1:1 AccuracyAverage IOUDSC

Medical Image Segmentation on UZLF

Average Dice (0.5*Dice_a + 0.5*Dice_v)

Medical Image Segmentation on 2018 Data Science Bowl

DicemIoURecallPrecisionAHD95ASD

Medical Image Segmentation on GlaS

F1IoUDice

Medical Image Segmentation on BKAI-IGH NeoPolyp-Small

Average DicemIoUAverage Dice (5-folds)MAE (5-folds)mIoU (5-folds)

Medical Image Segmentation on MICCAI 2015 Multi-Atlas Abdomen Labeling Challenge

Avg DSCAvg HD

Medical Image Segmentation on ACDC

Dice Score

Medical Image Segmentation on SUN-SEG-Hard

DiceIoUS-Measuremean E-measuremean F-measureweighted F-measure

Medical Image Segmentation on ACDC 10% labeled data

Dice (Average)

Medical Image Segmentation on Anatomical Tracings of Lesions After Stroke (ATLAS)

DicePrecisionIoURecall

Medical Image Segmentation on CVC-VideoClinicDB

DicemIoURecallprecision

Medical Image Segmentation on ISIC 2018

DSCmIoU

Medical Image Segmentation on Medical Segmentation Decathlon

Dice (Average)NSD

Medical Image Segmentation on ROSE-1 DVC

Dice Score

Medical Image Segmentation on ROSE-1 SVC

Dice Score

Medical Image Segmentation on ROSE-1 SVC-DVC

Dice Score

Medical Image Segmentation on ROSE-2

Dice Score

Medical Image Segmentation on SUN-SEG-Easy

DiceIoUS measuremean E-measuremean F-measureweighted F-measure

Medical Image Segmentation on ACDC 20% labeled data

Dice (Average)

Medical Image Segmentation on ACDC 5% labeled data

Dice (Average)

Medical Image Segmentation on Anatomical Tracings of Lesions After Stroke (ATLAS)

IoUPrecisionRecallDice

Medical Image Segmentation on BUS 2017 Dataset B

Dice Score

Medical Image Segmentation on Cell17

HausdorffF1-scoreDice

Medical Image Segmentation on ROBUST-MIS

DSCmIoUFPS

Medical Image Segmentation on BRATS 2019

TCAvg.ETWTDice Score

Medical Image Segmentation on BRATS-2013

Dice Score

Medical Image Segmentation on BRATS-2017 val

Dice Score

Medical Image Segmentation on Brain US

F1IoU

Medical Image Segmentation on Fluo-N2DL-HeLa

SEG (~Mean IoU)

Medical Image Segmentation on HRF

AUCF1 scoreMCCmIoU1:1 AccuracyAccAverage IOUDSCSensitivityAccuracy

Medical Image Segmentation on ISIC2018

mean DiceAccuracyPrecisionTest F1-Score

Medical Image Segmentation on Kaggle Skin Lesion Segmentation

AUCF1 score

Medical Image Segmentation on Kvasir-Instrument

DSCDice ScoreIntersection over Union

Medical Image Segmentation on LIVECell

mask APmask AFNRLIVECell TransferabilityLIVECell Extrapolation (A549)LIVECell Extrapolation (A172)

Medical Image Segmentation on LUMC

Accuracy (median)

Medical Image Segmentation on LUNA

AUCF1 scoreAccuracymIoU

Medical Image Segmentation on PH2

Dice ScoreIoU

Medical Image Segmentation on RITE

DiceJaccard Index

Medical Image Segmentation on SunYs

Accuracy (median)

Medical Image Segmentation on TCIA Pancreas-CT Dataset

Dice Score

Medical Image Segmentation on ATLAS v2.0

Dice Score

Medical Image Segmentation on BRATS 2018

Dice ScoreETIoUMSDTCVSWT

Medical Image Segmentation on BRATS-2013 leaderboard

Dice Score

Medical Image Segmentation on Brain MRI segmentation

Dice ScoreDice Scoe

Medical Image Segmentation on CT-150

PrecisionRecallDice Score

Medical Image Segmentation on DIC-C2DH-HeLa

SEG (~Mean IoU)

Medical Image Segmentation on EM

DSCIoURecallSpecificityPrecision

Medical Image Segmentation on EVICAN

mask APmask AP50

Medical Image Segmentation on Endotect Polyp Segmentation Challenge Dataset

DSCmIoUFPS

Medical Image Segmentation on Fluo-N2DH-GOWT1

SEG (~Mean IoU)

Medical Image Segmentation on Fluo-N2DH-SIM+

SEG (~Mean IoU)

Medical Image Segmentation on ISIC 2017

Mean IoU

Medical Image Segmentation on KvasirCapsule-SEG

DSCmIoU

Medical Image Segmentation on LIDC-IDRI

IoUDice

Medical Image Segmentation on MM-WHS 2017

DSC

Medical Image Segmentation on Medico automatic polyp segmentation challenge (dataset)

DSCmIoURecallPrecisionFPS

Medical Image Segmentation on PROMISE 2012

Dice Score

Medical Image Segmentation on SNEMI3D

AUCTotal Variation of InformationVI SplitVI Merge

Medical Image Segmentation on TCIA Pancreas-CT

Dice Score

Medical Image Segmentation on iSEG 2017 Challenge

Dice Score

Medical Image Segmentation on 2015 MICCAI Polyp Detection

Dice

Medical Image Segmentation on 3D Platelet EM

Average IOU

Medical Image Segmentation on 768 chest X-ray images

1:3 Accuracy

Medical Image Segmentation on AMOS

Average Dice

Medical Image Segmentation on ASU-Mayo Clinic dataset

DSCPrecisionRecallmIoU

Medical Image Segmentation on Autoimmune Dataset

IoU

Medical Image Segmentation on Autooral dataset

DSC

Medical Image Segmentation on BRATS 2018 val

Dice Score

Medical Image Segmentation on BRATS-2014

Dice Score

Medical Image Segmentation on BRISC

mIoU

Medical Image Segmentation on BraTS-Africa

Dice Score ETDice Score TCDice Score WTHD95_min ETHD95_min TCHD95_min WT

Medical Image Segmentation on BraTs Peds 2024

Dice Score CCDice Score EDDice Score ETDice Score NETDice Score TCDice Score WTHD95_min CCHD95_min ETHD95_min NETHD95_min TCHD95_min WT

Medical Image Segmentation on Brain Tumor

IoU

Medical Image Segmentation on Brain Tumor MRI Dataset

1:1 Accuracy

Medical Image Segmentation on CASIA

F1mIoU

Medical Image Segmentation on CHAOS MRI Dataset

Dice ScoreMSDVS

Medical Image Segmentation on CREMI

CREMI ScoreVOI

Medical Image Segmentation on Cell

IoU

Medical Image Segmentation on CoNSeP

Average Dice

Medical Image Segmentation on EMOrganelles

Average IOU

Medical Image Segmentation on ENSeg

mDice

Medical Image Segmentation on Electron Microscopy Dataset

AHD95ASDDiceIoU

Medical Image Segmentation on Extended Task10_Colon Medical Decathlon

Average Dice

Medical Image Segmentation on FIB-25 Synaptic Sites

VOI

Medical Image Segmentation on FIB-25 Whole Test

VOI

Medical Image Segmentation on Fluo-C3DL-MDA231

SEG (~Mean IoU)

Medical Image Segmentation on HAM10000

Dice Score

Medical Image Segmentation on HSVM

Dice ScoreMSDVS

Medical Image Segmentation on Hyper-Kvasir Dataset

Dice scoreIntersection over Union

Medical Image Segmentation on INSPIRE-AVR (LUNet subset)

Average DiceAverage Dice (0.5*Dice_a + 0.5*Dice_v)

Medical Image Segmentation on ISBI 2012 EM Segmentation

JaccardVInfoVRandWarping Error

Medical Image Segmentation on ISIC 2018 Task 1

mIoU

Medical Image Segmentation on ISIC2016

ACCAverage IOUDiceMAE

Medical Image Segmentation on LA 5% labeled data

Average Dice

Medical Image Segmentation on LES-AV

Accuracy

Medical Image Segmentation on Lesion Segmentation on ISIC 2018

Dice Score

Medical Image Segmentation on Lung Nodule

Dice Score

Medical Image Segmentation on MICCAI 2015 Head and Neck Challenge

Dice

Medical Image Segmentation on MICHE

F1mIoU

Medical Image Segmentation on MoNuSAC

DiceIoU

Medical Image Segmentation on MoNuSeg 2018

DiceIoU

Medical Image Segmentation on Montgomery County

AccuracymIoU

Medical Image Segmentation on MosMedData

Average Dice

Medical Image Segmentation on NIH

AVDDice ScorePrecisionRecallVS

Medical Image Segmentation on PROMISE12

F1

Medical Image Segmentation on PanNuke

Average Dice

Medical Image Segmentation on Pancreas-CT

Dice

Medical Image Segmentation on Pancreas-CT 10% labeled data

Dice (Average)

Medical Image Segmentation on PhC-C2DH-U373

SEG (~Mean IoU)

Medical Image Segmentation on RITE/DRIVE

Accuracy

Medical Image Segmentation on SegEM

IED

Medical Image Segmentation on SegPC-2021

mIoU

Medical Image Segmentation on Synapse

Dice score

Medical Image Segmentation on T1-weighted MRI

Dice Score

Medical Image Segmentation on TNBC

AHD95DiceIoU

Medical Image Segmentation on UBIRIS

F1mIoU

Medical Image Segmentation on BRATS-2015

Dice Score

Medical Image Segmentation on ISLES-2015

Dice Score

Medical Image Segmentation on University of Waterloo skin cancer database

Dice scoreDice Score