awesome-semantic-segmentation

awesome-semantic-segmentation - list of awesome things around semantic segmentation :tada:
https://github.com/damminhtien/awesome-semantic-segmentation

Last synced: 3 days ago
JSON representation

Review list of Semantic Segmentation
- Variants
  - towardds
  - towardds
  - towardds
  - towardds
  - nanonet
  - University of Gour Banga,India
  - mc.ai
  - towardds
  - jeremyjordan.me
  - arxiv - summary-recent-progress-in-semantic-image-segmentation-d7b93ee1b705)) :star: :star: :star: :star:
  - medium-towardds
  - slide
  - arxiv
  - towardds
  - towardds
  - towardds
  - towardds
  - towardds
  - towardds
  - towardds
  - towardds
  - towardds
  - towardds
  - towardds
  - towardds
  - towardds
  - towardds
  - towardds
  - towardds
  - towardds
  - towardds
  - towardds
  - towardds
  - towardds
  - towardds
  - towardds
  - towardds
  - towardds
  - towardds
  - towardds
  - towardds
  - towardds
  - towardds
  - towardds
  - towardds
  - towardds
  - towardds
  - towardds
  - towardds
  - University of Gour Banga,India
  - towardds
  - arxiv
  - towardds
  - towardds
  - towardds
  - towardds
  - towardds
  - towardds
  - towardds
  - towardds
  - towardds
  - towardds
  - towardds
  - towardds
  - towardds
  - towardds
  - towardds
  - towardds
  - towardds
  - towardds
  - towardds
  - towardds
  - towardds
  - towardds
  - towardds
  - towardds
  - towardds
  - towardds
  - towardds
  - towardds
  - towardds
  - towardds
  - towardds
Related techniques
- Variants
  - Unpooling
  - Unpooling
  - Atrous/ Dilated Convolution
  - Transpose Convolution
  - Unpooling
  - CRF
  - Unpooling
  - Unpooling
  - Unpooling
  - Unpooling
  - Unpooling
  - Unpooling
  - Unpooling
  - Unpooling
  - Unpooling
  - Unpooling
  - Unpooling
  - Unpooling
  - Unpooling
  - Unpooling
  - Unpooling
  - Unpooling
  - Unpooling
  - Unpooling
  - Unpooling
  - Unpooling
  - Unpooling
  - Unpooling
  - Unpooling
  - Unpooling
  - Unpooling
  - Unpooling
  - Unpooling
  - Unpooling
  - Unpooling
  - Unpooling
  - Unpooling
  - Unpooling
  - Unpooling
  - Unpooling
  - Unpooling
  - Unpooling
State-Of-The-Art (SOTA) methods of Semantic Segmentation
- - Rethinking Pre-training and Self-training
  - Encoder-Decoder with Atrous Separable Convolution for Semantic Image Segmentation - deeplab-v3-plus), [Pytorch](https://github.com/jfzhang95/pytorch-deeplab-xception), [Demo](https://colab.sandbox.google.com/github/tensorflow/models/blob/master/research/deeplab/deeplab_demo.ipynb) |
  - Rethinking Atrous Convolution for Semantic Image Segmentation - deeplab-v3) |
  - Learning a Discriminative Feature Network for Semantic Segmentation
  - Pyramid Scene Parsing Network - segmentation-detection), [Pytorch](https://github.com/kazuto1011/pspnet-pytorch) |
  - Wider or Deeper: Revisiting the ResNet Model for Visual Recognition
  - RefineNet: Multi-Path Refinement Networks for High-Resolution Semantic Segmentation - keras) |
  - Large Kernel Matters -- Improve Semantic Segmentation by Global Convolutional Network
  - Conditional Random Fields as Recurrent Neural Networks
  - ParseNet: Looking Wider to See Better - parsenet) |
  - Multi-Scale Context Aggregation by Dilated Convolutions
  - Fully Convolutional Networks for Semantic Segmentation
  - Rethinking Pre-training and Self-training
  - Encoder-Decoder with Atrous Separable Convolution for Semantic Image Segmentation - deeplab-v3-plus), [Pytorch](https://github.com/jfzhang95/pytorch-deeplab-xception), [Demo](https://colab.sandbox.google.com/github/tensorflow/models/blob/master/research/deeplab/deeplab_demo.ipynb) |
  - Rethinking Atrous Convolution for Semantic Image Segmentation - deeplab-v3) |
  - Learning a Discriminative Feature Network for Semantic Segmentation
  - Pyramid Scene Parsing Network - segmentation-detection), [Pytorch](https://github.com/kazuto1011/pspnet-pytorch) |
  - Conditional Random Fields as Recurrent Neural Networks
  - ParseNet: Looking Wider to See Better - parsenet) |
  - Multi-Scale Context Aggregation by Dilated Convolutions
  - Fully Convolutional Networks for Semantic Segmentation
  - Wider or Deeper: Revisiting the ResNet Model for Visual Recognition
- Variants
Case studies
- Variants
  - 1st place - science-bowl-2018/discussion/61170), [3rd](https://www.kaggle.com/c/data-science-bowl-2018/discussion/56393), [4th](https://www.kaggle.com/c/data-science-bowl-2018/discussion/55118), [5th](https://www.kaggle.com/c/data-science-bowl-2018/discussion/56326), [10th](https://www.kaggle.com/c/data-science-bowl-2018/discussion/56238)
  - 4th place - ship-detection/discussion/71782)
  - 1st place
  - 1st place
  - 1st place - wheat-detection/discussion/175961), [3rd](https://www.kaggle.com/c/global-wheat-detection/discussion/179055)
  - 1st place - steel-defect-detection/discussion/114716), [7th](https://www.kaggle.com/c/severstal-steel-defect-detection/discussion/114215)
  - 1st place - protein-atlas-image-classification/discussion/77731)
Datasets
- Variants
  - Visual Object Classes Challenge 2012 (VOC2012) - world data
  - Cityscapes
  - PASCAL-Context
  - ADE20K
  - Semantic3d
  - CamVid
  - Kaggle

Programming Languages

Python 2 Jupyter Notebook 1

Categories

Review list of Semantic Segmentation 83 Related techniques 42 State-Of-The-Art (SOTA) methods of Semantic Segmentation 27 Datasets 7 Case studies 7

Sub Categories

Keywords

pytorch 3 deep-learning 3 semantic-segmentation 2 computer-vision 2 refinenet 1 light-weight 1 satellite-imagery 1 python 1 image-segmentation 1 fully-convolutional-networks 1