2 个月前

U-Net：用于生物医学图像分割的卷积网络

Ronneberger Olaf Fischer Philipp Brox Thomas

摘要

目前普遍认为，深度网络的成功训练需要数以千计的标注训练样本。本文提出了一种网络架构与训练策略，通过充分运用数据增强技术，更高效地利用现有的标注样本。该网络结构包含一个收缩路径以捕捉上下文信息，以及一个对称的扩展路径，从而实现精确的定位。我们证明，此类网络仅需极少数量的图像即可实现端到端训练，并在电子显微镜图像中神经元结构分割的ISBI挑战赛中，超越了此前最优方法（滑动窗口卷积网络）。此外，使用同一网络在透射光显微镜图像（相位对比和DIC）上进行训练，我们在2015年ISBI细胞追踪挑战赛中，于相关类别中以显著优势获胜。同时，该网络具有极高的运行速度：在最新GPU上，对一幅512×512图像进行分割耗时不足一秒。完整的实现代码（基于Caffe框架）及训练好的网络模型已公开，可访问：http://lmb.informatik.uni-freiburg.de/people/ronneber/u-net。

代码仓库

muramasa8191/DeepLearning

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neshitov/UNet

pytorch

GitHub 中提及

adityarajsahu/UNet-Implementation

GitHub 中提及

udacity/MLND-CN-Capstone-TGSImage

GitHub 中提及

IAmSuyogJadhav/Brainy

GitHub 中提及

JifeiWang-WHU/Pytorch_Building_extraction

pytorch

GitHub 中提及

SharadGitHub/OctaveUnet

pytorch

GitHub 中提及

shenshutao/image_segmentation

GitHub 中提及

mirnadaye/Brain_Tumor_Project

pytorch

GitHub 中提及

brunasil98/u-net_Cancer

GitHub 中提及

lyffly/Segmentation_with_my_dataset

pytorch

GitHub 中提及

manideep2510/eye-in-the-sky

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sathvikyesprabhu/brats-dl

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Zakobian/CT_framework_

pytorch

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xahidbuffon/SUIM

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stevensmiley1989/MoNuSAC_Grand_Challenge_S4xUNet

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matanrein/Understanding-Clouds-from-Satellite-Images

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hamdaan19/NavGuide

pytorch

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bcmi/madisnet-inharmonious-region-localization

pytorch

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ugent-korea/pytorch-unet-segmentation

pytorch

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petko-nikolov/pysemseg

pytorch

zamnius/uNet-seg-decathlon

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Spider-scnu/Instance-Segmentation-For-Cancer

pytorch

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sd2001/UNets

pytorch

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TugberkErol/Semantic-Segmentation-/blob/main/unet.py

Cjl-MedSeg/U-Net

mindspore

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pripri99/Floorplan-Generation

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nithi89/unet_darknet

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neuropoly/multiclass-segmentation

pytorch

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xiey1/Nucleus_detection

pytorch

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nikhilroxtomar/Unet-for-Person-Segmentation

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sigtot/unet-auto

pytorch

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devanshpratapsingh/U-net_for_Multiclass_Segmentation

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IsaacPatole/TGS-Salt-Identification-Challenge

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KarthikDulam/U-NetCNN

pytorch

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PaddlePaddle/PaddleSeg

paddle

Anirudh0707/Roads-and-Building-Segmentation

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TanyaChutani/U-Net

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ltracegeo/deep-mineralogical-segmentation

pytorch

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trichtu/ConvLSTM-RAU-net

pytorch

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tarit21/Speech-Enhancement-module

pytorch

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wjcheon/MedicalImageSegmentation_Pytorch

pytorch

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kimdesok/UNet_2D_Semantic_Segmentation

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nikhilroxtomar/semantic-segmentation-architecture

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SeonbeomKim/TensorFlow-pix2pix

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jtiger958/pytorch-computer-vision-tutorial

pytorch

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seungjunlee96/U-Net_Lung-Segmentation

pytorch

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sophieloiz/brain-tissues-segmentation

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ZeeTsing/Carvana_challenge

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oliverz17/Unet_Keras

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PurabPatel555/Pytorch-UNet-Brain-MRI

pytorch

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qubvel/segmentation_models

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akhadangi/EM-net

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vdurnov/xview2_1st_place_solution

pytorch

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mtancak1/PyTorch-UNet-Brain-Cancer-Segmentation

pytorch

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samplecm/Organogenesis

pytorch

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plesqui/4d-cbct

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soribadiaby/Deep-Learning-liver-segmentation

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kcang2/Prune_U-Net

pytorch

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mindspore-ai/models/tree/master/official/cv/unet

mindspore

Suvoo/U-Net

pytorch

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Miltos-90/UNet_Biomedical_Image_Segmentation

pytorch

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iarai/landslide4sense-2022

pytorch

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Jack-Etheredge/Brain-Tumor-Segmentation-3D-UNet-CNN

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vg-sravan/Cycle-Consistent-Generative-Adversarial-Networks

pytorch

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trypag/pytorch-unet-segnet

pytorch

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LilyHu/image_segmentation_chromosomes

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BenjiKCF/Superesolution-and-watermark-removal

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Will-J-Gale/Self-Driving-Car-Vision

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aparecidovieira/Road_extraction

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sungyoonahn/Hint-based-image-colorization-using-Attention-Unet

pytorch

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celinechanny/FV-UPatches

pytorch

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jqueguiner/image-segmentation

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julia-bush/unet_TGS

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vietanhdev/open-adas

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pvjosue/LFMNet

pytorch

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rohitgupta24/unet_from_scratch

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YourGc/Unet_jinnan2

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zyning/signalSeparation

pytorch

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LucaHermes/graph-unet-traffic-prediction

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osilab-kaist/komet-benchmark-dataset

pytorch

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shreyaspadhy/unet-zoo

pytorch

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Holmes1204/PyTorch_Unet

pytorch

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oakleighw/BRATS-Pretext-Tasks-for-Self-supervised-Deep-Learning

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Barak123748596/CVDL_course_project

pytorch

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jellevankerk/Team-Challenge

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ajjdan/Karst-Segmentation-from-DEM

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shanglianlm0525/CvPytorch

pytorch

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gmatasci/SemanticSegmentation

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FelixGruen/tensorflow-u-net

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gregbugaj/unet-reference-impl

mxnet

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HadiZayer/UNet_pytorch

pytorch

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jiye-ML/unet_pytorch

pytorch

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xkhoanamx1/lung_crop_xray

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sakasakasa/U-Net

pytorch

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rdadlaney/Audio-Denoiser-CNN

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napolar/simple_unet

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harsh-jadhav/SIIM-Pneumothorax-Case-Study2

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lyqcom/2D-unet

mindspore

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frgfm/Holocron

pytorch

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Jeongseungwoo/U_net

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bigmb/Unet-Segmentation-Pytorch-Nest-of-Unets

pytorch

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shivamkhare95/Unet_graph

pytorch

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sandeepsinghsengar/Pytoarch-UNet

pytorch

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JanOPedersen/U-Net

pytorch

Jo-dsa/SemanticSeg

pytorch

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pirate0109/UNet_in_Pytorch

pytorch

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animikhaich/single-object-background-subtractor

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Muthu2093/U-Net-for-Brain-Tumor-Segmentation

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dry01/segmentation-

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IRVLab/SUIM-Net

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zarif101/blood_cell_segmentation_unet

GitHub 中提及

shermanhung/U-Net

pytorch

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rickyHong/UNet-segmentation-pytorch-repl

pytorch

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usuyama/pytorch-unet

pytorch

BioMedIA-MBZUAI/Echocardiography-Assess

pytorch

GitHub 中提及

georgeyiasemis/U-Net-PyTorch

pytorch

GitHub 中提及

ZFTurbo/ZF_UNET_224_Pretrained_Model

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sadari1/TumorDetectionDeepLearning

GitHub 中提及

ninanikitina/BioLab

pytorch

GitHub 中提及

raunak-sood2003/Automated-Lung-Segmentation

pytorch

GitHub 中提及

KUR-creative/SickZil-Machine

GitHub 中提及

reyvaz/pneumothorax_detection

GitHub 中提及

sabadijou/clld_official

pytorch

GitHub 中提及

pydsgz/DeepVOG

GitHub 中提及

a-martyn/unet

GitHub 中提及

iibrahimli/unet_sem_seg

GitHub 中提及

akrsrivastava/Unet

GitHub 中提及

Aryavir07/Detecting-Brain-Tumor-Using-Deep-Learning

GitHub 中提及

andrewowens/multisensory

GitHub 中提及

MohamedFarag21/DL-papers-implementation/blob/main/Computer_vision/UNET/Code/Unet_clean_version.py

pytorch

IlliaOvcharenko/lung-segmentation

pytorch

GitHub 中提及

salem-devloper/final

pytorch

GitHub 中提及

lrr-rachel/PCDUNet

pytorch

GitHub 中提及

goyalyash1224/Nuclei-detection-and-segmentaion

GitHub 中提及

pmcgrath249/UNet

pytorch

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GewelsJI/PNS-Net

pytorch

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park-cheol/ASR-DCUnet

pytorch

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nbouteldja/kidneystaintranslation

pytorch

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lbareiro/Image_Segmentation-master

pytorch

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anoushkrit/Knowledge

pytorch

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ruixif/Unet_keras

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sraashis/deepdyn

pytorch

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MargeryLab/Pytorch-UNet-copy

pytorch

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branislavhesko/segmentation_framework

pytorch

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clarencenhuang/dl-colorize

pytorch

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trichtu/Recurrent_Attention_U_net

pytorch

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mtancak1/PyTorch-UNet-BraTS20

pytorch

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greatsharma/DeepLearning-Papers-Implementation

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Yashgh7076/CU-Thesis

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FrancisCrickInstitute/Etch-a-Cell-Nuclear-Envelope

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kuangzijian/Flow-Based-Video-Matting

pytorch

GitHub 中提及

tanyanair/segmentation_uncertainty

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switch23/U-Net

pytorch

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vbelz/Speech-enhancement

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shibuiwilliam/Keras_Autoencoder

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DeepTrial/Retina-VesselNet

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atharva417/Yoga_Pose_GNR638

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CocoSungMin/Gachon_SW_Colorization_Contest

pytorch

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mateuszbuda/brain-segmentation-pytorch

pytorch

danielenricocahall/Keras-UNet

GitHub 中提及

iarai/weather4cast

pytorch

GitHub 中提及

sowit-labs/grassUNet

pytorch

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reenal/melanoma-skin-cancer-image-segmentation

pytorch

GitHub 中提及

Owais-Ansari/Unet3plus

pytorch

GitHub 中提及

SixQuant/U-Net

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LeeJunHyun/Image_Segmentation

pytorch

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tsixta/jnet

pytorch

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usnistgov/small-data-cnns

GitHub 中提及

Gojay001/toolkit-DeepLearning

pytorch

GitHub 中提及

hycis/TensorGraph

GitHub 中提及

JosephPB/XNet

GitHub 中提及

jovenwayfarer/pneumonia

GitHub 中提及

PlumedSerpent/tmp_perspective_map

pytorch

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harishhirthi/Indian-Traffic-Segmentation

GitHub 中提及

tatigabru/kaggle-lyft

pytorch

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vankhoa21991/medicalImgSEg

pytorch

GitHub 中提及

MatthewQi2002/Unet_mindspore

mindspore

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sraashis/ature

pytorch

GitHub 中提及

Zhz1997/Singing-voice-speration-with-U-Net

GitHub 中提及

javiergarciamolina/selfie-background-removal

GitHub 中提及

salimkhazem/U-net-Segmentation

pytorch

GitHub 中提及

TheRealBaka/Models-in-PyTorch

pytorch

GitHub 中提及

aschethor/Unsupervised_Deep_Learning_of_Incompressible_Fluid_Dynamics

pytorch

GitHub 中提及

yassouali/pytorch_segmentation

pytorch

GitHub 中提及

IRVLab/SUIM

GitHub 中提及

badrbmb/cities-watch

GitHub 中提及

mfp0610/semantic-segmentaion

pytorch

GitHub 中提及

Shumway82/U-Net-Segmentation

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vlievin/Unet

pytorch

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LuanAdemi/VisualGo

pytorch

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rahul13ramesh/cloud_understanding

pytorch

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EPFL-VILAB/3DCommonCorruptions

pytorch

GitHub 中提及

kritanu82/healthif.ai

GitHub 中提及

galprz/brain-tumor-segemntation

pytorch

GitHub 中提及

zampie/unet-colorization-pytorch

pytorch

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DevBruce/Segmentation-UNet-PyTorch

pytorch

GitHub 中提及

DevBruce/PyTorch-ISBI2012-Segmentation

pytorch

GitHub 中提及

biss/unet

pytorch

GitHub 中提及

milesial/Pytorch-UNet

pytorch

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haratzouvara/image_restoration

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Daonancai/unet_muti_class

pytorch

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cabeen/neu-net

pytorch

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chenyizi086/wu.2023.sigspatial

pytorch

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raun1/Complementary_Segmentation_Network-Raw-Code-Available-Under-Construction-

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aksub99/U-Net-Pytorch

pytorch

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imagine5am/ARU-Net

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EPFL-VILAB/XDEnsembles

pytorch

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Adityarajora/qwerty

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schopfej/pytorch_unet_jvanvugt

pytorch

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Artsplendr/Medical-Images-Liver-Segmentation-NIfTI

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Soren-Kierkegaard/MRI-Image-Analysis

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mrvturan96/Brain-Tumor-Detection-and-Segmentation-using-Deep-Learning

GitHub 中提及

gerardrbentley/Pytorch-U-Net-AutoEncoder

pytorch

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Maveric4/pr19aaw01

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raun1/Complementary_Segmentation_Network

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nikhilroxtomar/UNet-Segmentation-in-Keras-TensorFlow

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qianpeisheng/Unet_semicon

pytorch

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wlstyql/keras_with_mat_for_unet

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charlychiu/U-Net

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DavidCastilloAlvarado/U-NET_AUTOENCODER

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raspstephan/sugar-flower-fish-or-gravel

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raun1/MICCAI2018---Complementary_Segmentation_Network-Raw-Code

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bfortuner/pytorch_tiramisu

pytorch

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Hsankesara/DeepResearch

pytorch

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rezazad68/BCDU-Net

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banus/umf_unet

pytorch

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perslev/MultiPlanarUNet

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filippogiruzzi/semantic_segmentation

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jamiljami/Unet

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G0rav/Automatic_Background_Removal

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HaoJunNM/Unet-PretrainedMobilenetV2encoder-Flaskapp

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berenslab/retinal-vessel-segmentation-benchmark

pytorch

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shirans/cv_course_project

pytorch

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kaichoulyc/course_segmentation

pytorch

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clemkoa/u-net

pytorch

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vetlebh/unet

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carinanorre/Brain-Tumour-Segmentation-Dissertation

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galprz/brain-tumor-segmentation

pytorch

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xamyzhao/brainstorm

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usnistgov/semantic-segmentation-unet

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gvtulder/elasticdeform

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IgorZaton/Mini-Projects

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Hayashi-Yudai/ML_models

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Tu-kun/cultivated_landdivision

mindspore

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Daividao/semantic-segmentation-deeplearning

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pwochner/cmr_segmentation

pytorch

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SahinTiryaki/Brain-tumor-segmentation-Vgg19UNet

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irenazra/melanoma_segmentation_Unet

pytorch

GitHub 中提及

AryaKoureshi/Brain-tumor-detection

wangyi111/international-archaeology-ai-challenge

pytorch

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bragancas/vnet_pytorch-atriaseg2018

pytorch

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ajaystar8/UNet-PyTorch

pytorch

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ljllili23/unet_baseline

pytorch

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anxingle/UNet-pytorch

pytorch

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https://gitlab.com/casi-project/casi-2d

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Artsplendr/Medical-Images-Segmentation

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lab-midas/med_segmentation

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DarkGeekMS/Semantic_Segmentation_Models_Keras

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kwcckw/unet_magnetic_tiles_defects

pytorch

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Lkruitwagen/remote-sensing-solar-pv

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sandeepsinghsengar/U-Net

pytorch

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Osdel/ssnets

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zhiggins11/Semantic-Segmentation

pytorch

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bharath3794/UNet-Image-Segmentation

pytorch

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ternaus/angiodysplasia-segmentation

pytorch

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osmr/imgclsmob

mxnet

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mtancak/PyTorch-UNet-Brain-Cancer-Segmentation

pytorch

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shineho2014/Unet-Pavement_Crack-Detection

pytorch

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upc-postgrads/BrainScan

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ImagingLab/Colorizing-with-GANs

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oliverquintana/UnetSegmentation

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rrkotik/k_salt_identification

pytorch

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brdiep113/UNet

pytorch

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EvaBr/AnatomyNets

pytorch

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BaiqingL/CS523-Final

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mberkay0/pretrained-backbones-unet

pytorch

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pmcgrath249/DeepCV_Lab

pytorch

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hoaitrinh459/RobotNhatBongTennis

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2023-MindSpore-1/ms-code-66

mindspore

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melissande/dhi-segmentation-buildings

pytorch

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zhugoldman/CNN-segmentation-for-Lung-cancer-OARs

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orobix/retina-unet

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ArkaJU/U-Net-Satellite

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minerva-ml/open-solution-mapping-challenge

pytorch

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vamsi3/pix2pix

pytorch

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aqbewtra/Multi-Class-Aerial-Segmentation

pytorch

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sumiya-kuroda/EMsegmentation-mito

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arthurflor23/surface-crack-detection

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raun1/MICCAI2018---Complementary_Segmentation_Network-Raw-Code-Available-Under-Construction-

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Media-Smart/vedaseg

pytorch

pmcgrath249/DMMFODS

pytorch

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koshian2/OctConv-TFKeras

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pranjalrai-iitd/Fetal-head-segmentation-and-circumference-measurement-from-ultrasound-images

pytorch

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HanYong201308/Pytorch-UNet2

pytorch

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2023-MindSpore-1/ms-code-183

mindspore

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albertsokol/pneumothorax-detection-unet

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it6aidl/outdoorsegmentation

pytorch

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park-cheol/Speech_Enhancement-DCUnet_With_Transformer

pytorch

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ShaileshKumar97/Speech-Enhancement

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gundeep15/SCD_AI_Project

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anandjebakumar/unet

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MoaazK/unet-transformer

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rishikksh20/ResUnet

pytorch

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ayushdabra/drone-images-semantic-segmentation

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hemanth346/mde_bs

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44aayush/Denoising-and-Enhancement

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c1ph3rr/U-Net-Convolutional-Networks-For-Biomedicalimage-Segmentation

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taha7ussein007/Papers_Implementation/tree/main/Paper_Implementation_From_Scratch/UNet_FromScratch_Pytorch

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sremes/a2d2

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void-in-the-matrix/nuclei-segmentation-unet

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alexromano/nerve-segmentation

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Simurgh818/UCSF_QBI_Hackathon_ImageSegmentor

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preritj/segmentation

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1044197988/TF.Keras-Commonly-used-models

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ganeshpawar95/removebg1

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labmlai/annotated_deep_learning_paper_implementations

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condiff-dataset/ConDiff

jax

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ankit-ai/GAN_breast_mammography_segmentation

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pmcgrath249/DeepCVLab

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jbardelli/Petrographic-Image-Segmentation

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johschmidt42/pytorch-2d-3d-unet-tutorial

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asylve/Sea-Ice

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gomezzz/distmsmatch

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ethanhou99/ml_learn

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paraficial/vae_pancreas_segmentation

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zampie/Animation-standing-segmentation

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sagnik1511/U-Net-Reduced-with-TF-keras

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neptune-ai/open-solution-mapping-challenge

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highwaywu/tianchi-fft2

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FaceOnLive/Realtime-Background-Changer-SDK-Android

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ayushdabra/lunar-landscape-images-segmentation

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noornk/U-Net

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daxiaHuang/brainstorm

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NERSC/sc21-dl-tutorial

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NicoleEic/Brainhack_Oxbridge

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ajjdan/KaI

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anminhhung/FPT_Hackathon

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inder9999/ISIC2017_skin_lesion_segmentation

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DIUx-xView/xView2_first_place

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divamgupta/image-segmentation-keras

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usnistgov/semantic-segmentation-fc-densenet

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zh320/medical-segmentation-pytorch

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AICIP-UTK/spacenet-round3

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mitmedialab/unet4birds

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ashishpapanai/uNet

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fepegar/unet

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ajoshi944/Segmentation-severstal-steel

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p-mc-grath/DMMFODS

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VedantDere0104/Pix2Pix_GAN

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sk1123344/U-2-NET-and-U-NET

pytorch

GitHub 中提及

work-mohit/UNet-from-scratch

GitHub 中提及

http://lmb.informatik.uni-freiburg.de/people/ronneber/u-net

基准测试

基准	方法	指标
cell-segmentation-on-stare	U-Net	AUC: 0.7756
colorectal-gland-segmentation-on-crag	FCN8 (e)	Hausdorff Distance (mm): 199.5
colorectal-gland-segmentation-on-crag	U-Net (e)	Dice: 0.844 Hausdorff Distance (mm): 196.9
colorectal-gland-segmentation-on-stare	U-Net	AUC: 0.835
colorectal-gland-segmentation-on-stare	FCN8 (e)	AUC: 0.796
colorectal-gland-segmentation-on-stare	U-Net (e)	AUC: 0.827
crack-segmentation-on-crackvision12k	UNet	mIoU: 0.60333
dichotomous-image-segmentation-on-dis-te1	UNet	E-measure: 0.750 HCE: 233 MAE: 0.106 S-Measure: 0.716 max F-Measure: 0.625 weighted F-measure: 0.514
dichotomous-image-segmentation-on-dis-te2	UNet	HCE: 474 MAE: 0.107 S-Measure: 0.755 max F-Measure: 0.703 weighted F-measure: 0.597
dichotomous-image-segmentation-on-dis-te3	UNet	HCE: 883 MAE: 0.098 max F-Measure: 0.748 weighted F-measure: 0.644
dichotomous-image-segmentation-on-dis-te4	UNet	E-measure: 0.821 HCE: 3218 MAE: 0.102 max F-Measure: 0.759 weighted F-measure: 0.659
dichotomous-image-segmentation-on-dis-vd	UNet	E-measure: 0.785 HCE: 1337 MAE: 0.113 S-Measure: 0.745 max F-Measure: 0.692 weighted F-measure: 0.586
dichotomous-image-segmentation-on-stare	UNet	AUC: 0.780
electron-microscopy-image-segmentation-on	U-Net	AUC: 0.8676
lesion-segmentation-on-anatomical-tracings-of-1	U-Net	Dice: 0.4606 IoU: 0.3447 Precision: 0.5994 Recall: 0.4449
lesion-segmentation-on-university-of-waterloo	U-Net	Dice score: 0.836 ±0.132
lung-nodule-segmentation-on-luna	U-Net	AUC: 0.9784 F1 score: 0.9658
medical-image-segmentation-on-cvc-clinicdb	U-Net	mean Dice: 0.8230
medical-image-segmentation-on-isbi-2012-em	U-Net	Warping Error: 0.000353
medical-image-segmentation-on-kvasir-seg	U-Net	Average MAE: 0.055 S-Measure: 0.858 max E-Measure: 0.893 mean Dice: 0.8180
medical-image-segmentation-on-rite	U-Net	Dice: 55.24 Jaccard Index: 31.11
multi-tissue-nucleus-segmentation-on-kumar	U-Net (e)	Dice: 0.758 Hausdorff Distance (mm): 47.8
pancreas-segmentation-on-ct-150	U-Net	Dice Score: 0.814 Precision: 0.848 Recall: 0.806
pancreas-segmentation-on-tcia-pancreas-ct	U-Net	Dice Score: 0.82
retinal-vessel-segmentation-on-chase_db1	U-Net	AUC: 0.9772
retinal-vessel-segmentation-on-drive	U-Net	AUC: 0.9755 F1 score: 0.8142
retinal-vessel-segmentation-on-rose-1-dvc	U-Net	Dice Score: 66.05
retinal-vessel-segmentation-on-rose-1-svc	U-Net	Dice Score: 71.16
retinal-vessel-segmentation-on-rose-1-svc-dvc	U-Net	Dice Score: 70.12
retinal-vessel-segmentation-on-rose-2	U-Net	Dice Score: 65.64
retinal-vessel-segmentation-on-stare	U-Net	AUC: 0.7783 F1 score: 0.8373
semantic-segmentation-on-bjroad	UNet	IoU: 54.88
semantic-segmentation-on-event-based	U-Net	mIoU: 64.7
semantic-segmentation-on-kvasir-instrument	UNet	mIoU: 0.8578
semantic-segmentation-on-selma	UNet	mIoU: 36.2
semantic-segmentation-on-skyscapes-dense-1	U-Net	Mean IoU: 14.15
semantic-segmentation-on-stare	UNet	AUC: 0.9158
semantic-segmentation-on-trans10k	U-Net	GFLOPs: 124.55
semantic-segmentation-on-urbanlf	OCR (HRNetV2-W48)	mIoU (Real): 78.60 mIoU (Syn): 79.36
skin-cancer-segmentation-on-kaggle-skin	U-Net	AUC: 0.9371 F1 score: 0.8682
thermal-image-segmentation-on-mfn-dataset	UNet	mIOU: 45.1
thermal-image-segmentation-on-pst900	UNet	mIoU: 52.8
video-polyp-segmentation-on-stare	UNet	AUC: 0.459
video-polyp-segmentation-on-sun-seg-easy	UNet	Sensitivity: 0.420
video-polyp-segmentation-on-sun-seg-easy-1	UNet	S measure: 0.669 mean E-measure: 0.677
video-polyp-segmentation-on-sun-seg-hard	UNet	Sensitivity: 0.429
video-polyp-segmentation-on-sun-seg-hard-1	UNet	Dice: 0.542 S-Measure: 0.670

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