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The Top 849 Python Segmentation Open Source Projects on Github

Categories > Machine Learning > Segmentation
Albumentations ⭐ 9,491
Fast image augmentation library and an easy-to-use wrapper around other libraries. Documentation: https://albumentations.ai/docs/ Paper about the library: https://www.mdpi.com/2078-2489/11/2/125
Deep Learning For Image Processing ⭐ 6,261
deep learning for image processing including classification and object-detection etc.
Pytorch Cnn Visualizations ⭐ 6,049
Pytorch implementation of convolutional neural network visualization techniques
Segmentation_models.pytorch ⭐ 4,751
Segmentation models with pretrained backbones. PyTorch.
Segmentation_models ⭐ 3,598
Segmentation models with pretrained backbones. Keras and TensorFlow Keras.
Paddlex ⭐ 3,463
PaddlePaddle End-to-End Development Toolkit（『飞桨』深度学习全流程开发工具）
Pointnet ⭐ 3,171
PointNet: Deep Learning on Point Sets for 3D Classification and Segmentation
Fastmaskrcnn ⭐ 3,041
Mask RCNN in TensorFlow
Detectron.pytorch ⭐ 2,695
A pytorch implementation of Detectron. Both training from scratch and inferring directly from pretrained Detectron weights are available.
Imgclsmob ⭐ 2,399
Sandbox for training deep learning networks
Semantic Segmentation Suite ⭐ 2,311
Semantic Segmentation Suite in TensorFlow. Implement, train, and test new Semantic Segmentation models easily!
Nnunet ⭐ 2,298
Hrnet Semantic Segmentation ⭐ 2,143
The OCR approach is rephrased as Segmentation Transformer: https://arxiv.org/abs/1909.11065. This is an official implementation of semantic segmentation for HRNet. https://arxiv.org/abs/1908.07919
Subword Nmt ⭐ 1,812
Unsupervised Word Segmentation for Neural Machine Translation and Text Generation
Torch Points3d ⭐ 1,668
Pytorch framework for doing deep learning on point clouds.
Robosat ⭐ 1,639
Semantic segmentation on aerial and satellite imagery. Extracts features such as: buildings, parking lots, roads, water, clouds
Torch Points3d ⭐ 1,621
Pytorch framework for doing deep learning on point clouds.
Pointnet2 ⭐ 1,588
PointNet++: Deep Hierarchical Feature Learning on Point Sets in a Metric Space
Caffe Model ⭐ 1,238
Caffe models (including classification, detection and segmentation) and deploy files for famouse networks
Pytorch Toolbelt ⭐ 1,179
PyTorch extensions for fast R&D prototyping and Kaggle farming
Meshcnn ⭐ 1,178
Convolutional Neural Network for 3D meshes in PyTorch
Pointcnn ⭐ 1,176
PointCNN: Convolution On X-Transformed Points (NeurIPS 2018)
Niftynet ⭐ 1,170
[unmaintained] An open-source convolutional neural networks platform for research in medical image analysis and image-guided therapy
Blenderproc ⭐ 1,161
A procedural Blender pipeline for photorealistic training image generation
Dlcv_for_beginners ⭐ 1,151
《深度学习与计算机视觉》配套代码
Tensorflow Fcn ⭐ 1,096
An Implementation of Fully Convolutional Networks in Tensorflow.
Ccnet ⭐ 1,061
CCNet: Criss-Cross Attention for Semantic Segmentation (TPAMI 2020 & ICCV 2019).
Medicaldetectiontoolkit ⭐ 1,034
The Medical Detection Toolkit contains 2D + 3D implementations of prevalent object detectors such as Mask R-CNN, Retina Net, Retina U-Net, as well as a training and inference framework focused on dealing with medical images.
Unet Family ⭐ 1,029
Paper and implementation of UNet-related model.
Pvt ⭐ 989
Pointnet_pointnet2_pytorch ⭐ 986
PointNet and PointNet++ implemented by pytorch (pure python) and on ModelNet, ShapeNet and S3DIS.
Training_extensions ⭐ 967
Trainable models and NN optimization tools
Slicergitsvnarchive ⭐ 883
Multi-platform, free open source software for visualization and image computing.
Kittiseg ⭐ 852
A Kitti Road Segmentation model implemented in tensorflow.
Paddlevit ⭐ 739
🤖 PaddleViT: State-of-the-art Visual Transformer and MLP Models for PaddlePaddle 2.0+
Xmnlp ⭐ 729
xmnlp：提供中文分词, 词性标注, 命名体识别，情感分析，文本纠错，文本转拼音，文本摘要，偏旁部首等功能
Medicalzoopytorch ⭐ 712
A pytorch-based deep learning framework for multi-modal 2D/3D medical image segmentation
Diffgram ⭐ 671
Complete training data platform for machine learning delivered as a single application.
Ttach ⭐ 653
Image Test Time Augmentation with PyTorch!
3d Pointcloud ⭐ 621
Papers and Datasets about Point Cloud.
All About The Gan ⭐ 602
All About the GANs(Generative Adversarial Networks) - Summarized lists for GAN
Deeplabv3plus Pytorch ⭐ 596
DeepLabv3, DeepLabv3+ and pretrained weights on VOC & Cityscapes
Superpoint_graph ⭐ 591
Large-scale Point Cloud Semantic Segmentation with Superpoint Graphs
Slicer ⭐ 574
Multi-platform, free open source software for visualization and image computing.
Simpleitk ⭐ 558
SimpleITK: a layer built on top of the Insight Toolkit (ITK), intended to simplify and facilitate ITK's use in rapid prototyping, education and interpreted languages.
Pixellib ⭐ 557
Visit PixelLib's official documentation https://pixellib.readthedocs.io/en/latest/
Caer ⭐ 554
High-performance Vision library in Python. Scale your research, not boilerplate.
Gfm ⭐ 552
[IJCV 2022] Bridging Composite and Real: Towards End-to-end Deep Image Matting
Alfred ⭐ 550
alfred-py: A deep learning utility library for **human**, more detail about the usage of lib to: https://zhuanlan.zhihu.com/p/341446046
Cascadepsp ⭐ 545
[CVPR2020] CascadePSP: Toward Class-Agnostic and Very High-Resolution Segmentation via Global and Local Refinement
Fishnet ⭐ 511
Implementation code of the paper: FishNet: A Versatile Backbone for Image, Region, and Pixel Level Prediction, NeurIPS 2018
Video_analyst ⭐ 507
A series of basic algorithms that are useful for video understanding, including Single Object Tracking (SOT), Video Object Segmentation (VOS) and so on.
Trackit ⭐ 504
[ECCV'20] Ocean: Object-aware Anchor-Free Tracking
Cvpods ⭐ 500
All-in-one Toolbox for Computer Vision Research.
Dipy ⭐ 483
DIPY is the paragon 3D/4D+ imaging library in Python. Contains generic methods for spatial normalization, signal processing, machine learning, statistical analysis and visualization of medical images. Additionally, it contains specialized methods for computational anatomy including diffusion, perfusion and structural imaging.
Inaspeechsegmenter ⭐ 445
CNN-based audio segmentation toolkit. Allows to detect speech, music and speaker gender. Has been designed for large scale gender equality studies based on speech time per gender.
Pose2seg ⭐ 445
Code for the paper "Pose2Seg: Detection Free Human Instance Segmentation" @ CVPR2019.
Lidar Bonnetal ⭐ 443
Semantic and Instance Segmentation of LiDAR point clouds for autonomous driving
Mmrazor ⭐ 413
OpenMMLab Model Compression Toolbox and Benchmark.
Retentioneering Tools ⭐ 409
Retentioneering: product analytics, data-driven customer journey map optimization, marketing analytics, web analytics, transaction analytics, graph visualization, and behavioral segmentation with customer segments in Python. Opensource analytics, predictive analytics over clickstream, sentiment analysis, AB tests, machine learning, and Monte Carlo Markov Chain simulations, extending Pandas, Networkx and sklearn.
Pysbd ⭐ 404
🐍💯pySBD (Python Sentence Boundary Disambiguation) is a rule-based sentence boundary detection that works out-of-the-box.
Medical Transformer ⭐ 397
Official Pytorch Code for "Medical Transformer: Gated Axial-Attention for Medical Image Segmentation" - MICCAI 2021
Multi Task Learning Pytorch ⭐ 377
PyTorch implementation of multi-task learning architectures, incl. MTI-Net (ECCV2020).
Bcdu Net ⭐ 367
BCDU-Net : Medical Image Segmentation
Pytorch Medical Segmentation ⭐ 366
This repository is an unoffical PyTorch implementation of Medical segmentation in 2D and 3D.
Unet Segmentation Pytorch Nest Of Unets ⭐ 364
Implementation of different kinds of Unet Models for Image Segmentation - Unet , RCNN-Unet, Attention Unet, RCNN-Attention Unet, Nested Unet
Segmenter ⭐ 354
[ICCV2021] Official PyTorch implementation of Segmenter: Transformer for Semantic Segmentation
Rectlabel Support ⭐ 346
RectLabel - An image annotation tool to label images for bounding box object detection and segmentation.
Stcn ⭐ 346
[NeurIPS 2021] Rethinking Space-Time Networks with Improved Memory Coverage for Efficient Video Object Segmentation
Sinet ⭐ 338
Camouflaged Object Detection, CVPR 2020 (Oral)
Instaboost ⭐ 333
Code for ICCV2019 paper "InstaBoost: Boosting Instance Segmentation Via Probability Map Guided Copy-Pasting"
Pytorch Goodies ⭐ 332
PyTorch Boilerplate For Research
Bcnet ⭐ 331
Deep Occlusion-Aware Instance Segmentation with Overlapping BiLayers [CVPR 2021]
Efficient Segmentation Networks ⭐ 323
Lightweight models for real-time semantic segmentationon PyTorch (include SQNet, LinkNet, SegNet, UNet, ENet, ERFNet, EDANet, ESPNet, ESPNetv2, LEDNet, ESNet, FSSNet, CGNet, DABNet, Fast-SCNN, ContextNet, FPENet, etc.)
Deepcut ⭐ 319
A Thai word tokenization library using Deep Neural Network
Hrformer ⭐ 299
This is an official implementation of our NeurIPS 2021 paper "HRFormer: High-Resolution Transformer for Dense Prediction".
Holy Edge ⭐ 299
Holistically-Nested Edge Detection
Segmentation_keras ⭐ 292
DilatedNet in Keras for image segmentation
Wshp ⭐ 285
Code for CVPR'18 spotlight "Weakly and Semi Supervised Human Body Part Parsing via Pose-Guided Knowledge Transfer"
Miscnn ⭐ 279
A framework for Medical Image Segmentation with Convolutional Neural Networks and Deep Learning
Semantic_human_matting ⭐ 276
Semantic Human Matting
Dhsegment ⭐ 275
Generic framework for historical document processing
Vocal Remover ⭐ 270
Vocal Remover using Deep Neural Networks
Cosnet ⭐ 264
See More, Know More: Unsupervised Video Object Segmentation with Co-Attention Siamese Networks (CVPR19)
Pytorch Saltnet ⭐ 259
Kaggle | 9th place single model solution for TGS Salt Identification Challenge
Sudachipy ⭐ 256
Python version of Sudachi, a Japanese tokenizer.
Ffn ⭐ 252
Flood-Filling Networks for instance segmentation in 3d volumes.
Cam2bev ⭐ 246
TensorFlow Implementation for Computing a Semantically Segmented Bird's Eye View (BEV) Image Given the Images of Multiple Vehicle-Mounted Cameras.
Entity ⭐ 242
EntitySeg Toolbox: Towards precise and open-world image segmentation
Mivos ⭐ 241
[CVPR 2021] Modular Interactive Video Object Segmentation: Interaction-to-Mask, Propagation and Difference-Aware Fusion. Semi-supervised VOS as well!
Erfnet_pytorch ⭐ 238
Pytorch code for semantic segmentation using ERFNet
Tensorflow Enet ⭐ 236
TensorFlow implementation of ENet
Dgcnn.pytorch ⭐ 235
A PyTorch implementation of Dynamic Graph CNN for Learning on Point Clouds (DGCNN)
Pcan ⭐ 220
Prototypical Cross-Attention Networks for Multiple Object Tracking and Segmentation, NeurIPS 2021 Spotlight
Fcn ⭐ 211
Chainer Implementation of Fully Convolutional Networks. (Training code to reproduce the original result is available.)
Kiu Net Pytorch ⭐ 207
Official Pytorch Code of KiU-Net for Image/3D Segmentation - MICCAI 2020 (Oral), IEEE TMI
Trixi ⭐ 206
Manage your machine learning experiments with trixi - modular, reproducible, high fashion. An experiment infrastructure optimized for PyTorch, but flexible enough to work for your framework and your tastes.
Zf_unet_224_pretrained_model ⭐ 201
Modification of convolutional neural net "UNET" for image segmentation in Keras framework
Monailabel ⭐ 196
MONAI Label is an intelligent open source image labeling and learning tool.
Keras Unet ⭐ 194
Helper package with multiple U-Net implementations in Keras as well as useful utility tools helpful when working with image semantic segmentation tasks. This library and underlying tools come from multiple projects I performed working on semantic segmentation tasks
1-100 of 849 projects

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