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
TF 5,221 4 months ago
Encoder-Decoder with Atrous Separable Convolution for Semantic Image Segmentation
TF 77,258 6 days ago , , ,
Rethinking Atrous Convolution for Semantic Image Segmentation
TF 77,258 6 days ago ,
Learning a Discriminative Feature Network for Semantic Segmentation
Pytorch 1,408 almost 5 years ago
Pyramid Scene Parsing Network
Keras 1,598 over 2 years ago , ,
Wider or Deeper: Revisiting the ResNet Model for Visual Recognition
MXNet 340 over 4 years ago
RefineNet: Multi-Path Refinement Networks for High-Resolution Semantic Segmentation
Matlab 589 over 5 years ago ,
Large Kernel Matters -- Improve Semantic Segmentation by Global Convolutional Network
TF 101 over 5 years ago
Conditional Random Fields as Recurrent Neural Networks
Matlab 1,342 about 5 years ago ,
ParseNet: Looking Wider to See Better
Caffe 5 over 8 years ago
Multi-Scale Context Aggregation by Dilated Convolutions
Caffe 782 over 6 years ago
Fully Convolutional Networks for Semantic Segmentation
Caffe 3,318 about 3 years ago

Awesome Semantic Segmentation / State-Of-The-Art (SOTA) methods of Semantic Segmentation / Variants
pytorch FCN with VGG(Resnet, Densenet) backbone:
pytorch 409 over 1 year ago The easiest implementation of fully convolutional networks (FCN8s VGG):
paper TernausNet (UNet model with VGG11 encoder pre-trained on Kaggle Carvana dataset :
pytorch 548 over 4 years ago TernausNetV2: Fully Convolutional Network for Instance Segmentation:
Light-Weight RefineNet for Real-Time Semantic Segmentation 739 over 2 years ago

Awesome Semantic Segmentation / Review list of Semantic Segmentation
nanonet A 2021 guide to Semantic Segmentation ( )
University of Gour Banga,India Evolution of Image Segmentation using Deep Convolutional Neural Network: A Survey 2020 ( )
mc.ai A peek of Semantic Segmentation 2018 ( )
towardds Semantic Segmentation guide 2018 ( )
jeremyjordan.me An overview of semantic image segmentation ( )
arxiv Recent progress in semantic image segmentation 2018 ( , )
blog.qure.ai A 2017 Guide to Semantic Segmentation Deep Learning Review ( )
medium-towardds Review popular network architecture ( )
slide Lecture 11 - Detection and Segmentation - CS231n ( , ):
arxiv A Survey of Semantic Segmentation 2016 ( )

Awesome Semantic Segmentation / Case studies
Blog Dstl Satellite Imagery Competition, 3rd Place Winners' Interview: Vladimir & Sergey: ,
Blog Carvana Image Masking Challenge–1st Place Winner's Interview: ,
Blog Data Science Bowl 2017, Predicting Lung Cancer: Solution Write-up, Team Deep Breath:
Code and explain 626 9 months ago MICCAI 2017 Robotic Instrument Segmentation:
1st place 2018 Data Science Bowl Find the nuclei in divergent images to advance medical discovery: , , , , ,
4th place Airbus Ship Detection Challenge: ,
1st place iMaterialist (Fashion) 2020 at FGVC7:
1st place Understanding Clouds from Satellite Images: , ,
1st place Global Wheat Detection: , ,
1st place Severstal: Steel Defect Detection: , ,
1st place Human 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-dataset 548 about 2 months ago
Kaggle

Awesome Semantic Segmentation / Frameworks for segmentation
Semantic Segmentation in PyTorch 1,705 9 months ago (by yassouali):
Semantic Segmentation Suite 2,510 over 3 years ago (by George Seif):
Segmentation Training Pipeline 53 almost 5 years ago :
Tramac/awesome-semantic-segmentation-pytorch 2,895 almost 2 years ago
CSAILVision/semantic-segmentation-pytorch 4,963 11 months ago
divamgupta/image-segmentation-keras 2,930 7 months ago
PaddlePaddle/PaddleSeg 8,772 9 days 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 learning 14,119 over 1 year ago
CRF

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