awesome-semantic-segmentation

Semantic Segmentation

A collection of information on the state-of-the-art approaches and techniques in semantic segmentation using deep neural networks

awesome-semantic-segmentation - list of awesome things around semantic segmentation tada

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Awesome Semantic Segmentation / State-Of-The-Art (SOTA) methods of Semantic Segmentation

Rethinking Pre-training and Self-training
TF5,221about 2 years ago
Encoder-Decoder with Atrous Separable Convolution for Semantic Image Segmentation
TF77,258almost 2 years ago, , ,
Rethinking Atrous Convolution for Semantic Image Segmentation
TF77,258almost 2 years ago,
Learning a Discriminative Feature Network for Semantic Segmentation
Pytorch1,408over 6 years ago
Pyramid Scene Parsing Network
Keras1,598over 4 years ago, ,
Wider or Deeper: Revisiting the ResNet Model for Visual Recognition
MXNet340about 6 years ago
RefineNet: Multi-Path Refinement Networks for High-Resolution Semantic Segmentation
Matlab589over 7 years ago,
Large Kernel Matters -- Improve Semantic Segmentation by Global Convolutional Network
TF101over 7 years ago
Conditional Random Fields as Recurrent Neural Networks
Matlab1,342almost 7 years ago,
ParseNet: Looking Wider to See Better
Caffe5over 10 years ago
Multi-Scale Context Aggregation by Dilated Convolutions
Caffe782over 8 years ago
Fully Convolutional Networks for Semantic Segmentation
Caffe3,318about 5 years ago

Awesome Semantic Segmentation / State-Of-The-Art (SOTA) methods of Semantic Segmentation / Variants

pytorchFCN with VGG(Resnet, Densenet) backbone:
pytorch409about 3 years agoThe easiest implementation of fully convolutional networks (FCN8s VGG):
paperTernausNet (UNet model with VGG11 encoder pre-trained on Kaggle Carvana dataset :
pytorch548over 6 years agoTernausNetV2: Fully Convolutional Network for Instance Segmentation:
Light-Weight RefineNet for Real-Time Semantic Segmentation739over 4 years ago

Awesome Semantic Segmentation / Review list of Semantic Segmentation

nanonetA 2021 guide to Semantic Segmentation ( )
University of Gour Banga,IndiaEvolution of Image Segmentation using Deep Convolutional Neural Network: A Survey 2020 ( )
mc.aiA peek of Semantic Segmentation 2018 ( )
towarddsSemantic Segmentation guide 2018 ( )
jeremyjordan.meAn overview of semantic image segmentation ( )
arxivRecent progress in semantic image segmentation 2018 ( , )
blog.qure.aiA 2017 Guide to Semantic Segmentation Deep Learning Review ( )
medium-towarddsReview popular network architecture ( )
slideLecture 11 - Detection and Segmentation - CS231n ( , ):
arxivA Survey of Semantic Segmentation 2016 ( )

Awesome Semantic Segmentation / Case studies

BlogDstl Satellite Imagery Competition, 3rd Place Winners' Interview: Vladimir & Sergey: ,
BlogCarvana Image Masking Challenge–1st Place Winner's Interview: ,
BlogData Science Bowl 2017, Predicting Lung Cancer: Solution Write-up, Team Deep Breath:
Code and explain626over 2 years agoMICCAI 2017 Robotic Instrument Segmentation:
1st place2018 Data Science Bowl Find the nuclei in divergent images to advance medical discovery: , , , , ,
4th placeAirbus Ship Detection Challenge: ,
1st placeiMaterialist (Fashion) 2020 at FGVC7:
1st placeUnderstanding Clouds from Satellite Images: , ,
1st placeGlobal Wheat Detection: , ,
1st placeSeverstal: Steel Defect Detection: , ,
1st placeHuman Protein Atlas Image Classification: ,

Awesome Semantic Segmentation / Datasets

Visual Object Classes Challenge 2012 (VOC2012): 400+ classes of real-world data
COCO Dataset: 164k images, 72 classes: 80 thing classes, 91 stuff classes and 1 class 'unlabeled'
Cityscapes: This dataset consists of segmentation ground truths for roads, lanes, vehicles and objects on road. The dataset contains 30 classes and of 50 cities collected over different environmental and weather conditions
PASCAL-Context
ADE20K: 20k+ images
Semantic3d
CamVid
lartpang/awesome-segmentation-saliency-dataset548almost 2 years ago
Kaggle

Awesome Semantic Segmentation / Frameworks for segmentation

Semantic Segmentation in PyTorch1,705over 2 years ago(by yassouali):
Semantic Segmentation Suite2,510over 5 years ago(by George Seif):
Segmentation Training Pipeline53over 6 years ago:
Tramac/awesome-semantic-segmentation-pytorch2,895over 3 years ago
CSAILVision/semantic-segmentation-pytorch4,963over 2 years ago
divamgupta/image-segmentation-keras2,930over 2 years ago
PaddlePaddle/PaddleSeg8,772almost 2 years ago: Easy-to-use image segmentation library with awesome pre-trained model zoo, supporting wide-range of practical tasks in Semantic Segmentation, Interactive Segmentation, Panoptic Segmentation, Image Matting, 3D Segmentation, etc
Atrous/ Dilated Convolution
Transpose Convolution(Deconvolution, Upconvolution)
Unpooling
A technical report on convolution arithmetic in the context of deep learning14,119over 3 years ago
CRF

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