Python image-segmentation

Open-source Python projects categorized as image-segmentation

Top 23 Python image-segmentation Projects

image-segmentation
  • albumentations

    Fast and flexible image augmentation library. Paper about the library: https://www.mdpi.com/2078-2489/11/2/125

    Project mention: Essential Deep Learning Checklist: Best Practices Unveiled | dev.to | 2024-06-17

    How to Accomplish: Use a combination of geometric transformations (e.g., rotation, scaling, cropping, flipping), color space adjustments (e.g., brightness, contrast, saturation), and other techniques (e.g., noise injection, blurring, cutout). Libraries such as ImgAug, DeepMind Augmentation, Albumentations, and NVIDIA DALI offer a wide range of ready-to-use augmentation techniques that can introduce the necessary diversity into your dataset.

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  • segmentation_models.pytorch

    Semantic segmentation models with 500+ pretrained convolutional and transformer-based backbones.

    Project mention: Instance segmentation of small objects in grainy drone imagery | /r/computervision | 2023-12-09

    Also, I’d suggest considering switching to the segmentation-models library - it provides U-Net models with a variety of pretrained backbones of as encoders. The author also put out a PyTorch version. https://github.com/qubvel/segmentation_models.pytorch https://github.com/qubvel/segmentation_models

  • PaddleSeg

    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.

  • U-2-Net

    The code for our newly accepted paper in Pattern Recognition 2020: "U^2-Net: Going Deeper with Nested U-Structure for Salient Object Detection."

  • mmsegmentation

    OpenMMLab Semantic Segmentation Toolbox and Benchmark.

  • segmentation_models

    Segmentation models with pretrained backbones. Keras and TensorFlow Keras.

    Project mention: Instance segmentation of small objects in grainy drone imagery | /r/computervision | 2023-12-09

    Also, I’d suggest considering switching to the segmentation-models library - it provides U-Net models with a variety of pretrained backbones of as encoders. The author also put out a PyTorch version. https://github.com/qubvel/segmentation_models.pytorch https://github.com/qubvel/segmentation_models

  • catalyst

    Accelerated deep learning R&D (by catalyst-team)

    Project mention: Instance segmentation of small objects in grainy drone imagery | /r/computervision | 2023-12-09
  • InfluxDB

    Power Real-Time Data Analytics at Scale. Get real-time insights from all types of time series data with InfluxDB. Ingest, query, and analyze billions of data points in real-time with unbounded cardinality.

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  • ailia-models

    The collection of pre-trained, state-of-the-art AI models for ailia SDK

  • pytorch-toolbelt

    PyTorch extensions for fast R&D prototyping and Kaggle farming

  • hcaptcha-challenger

    🥂 Gracefully face hCaptcha challenge with MoE(ONNX) embedded solution.

  • PixelLib

    Visit PixelLib's official documentation https://pixellib.readthedocs.io/en/latest/

  • cleanvision

    Automatically find issues in image datasets and practice data-centric computer vision.

  • caer

    High-performance Vision library in Python. Scale your research, not boilerplate.

  • cloth-segmentation

    This repo contains code and a pre-trained model for clothes segmentation.

  • APE

    [CVPR 2024] Aligning and Prompting Everything All at Once for Universal Visual Perception (by shenyunhang)

    Project mention: Image-to-Caption Generator | /r/computervision | 2023-12-07

    https://github.com/shenyunhang/APE (super new, idk usability on this one yet)

  • signature_extractor

    A super lightweight image processing algorithm for detection and extraction of overlapped handwritten signatures on scanned documents using OpenCV and scikit-image.

  • ISP-Guide

    Image Signal Processing (ISP) Guide. Learn all about the process of converting an image/video into digital form by performing tasks like noise reduction, filtering, auto exposure, autofocus, HDR correction, and image sharpening with a Specialized type of media processor.

  • detectree

    Tree detection from aerial imagery in Python

  • smriprep

    Structural MRI PREProcessing (sMRIPrep) workflows for NIPreps (NeuroImaging PREProcessing tools)

  • SLiMe

    1-shot image segmentation using Stable Diffusion (by aliasgharkhani)

    Project mention: SLiMe: One-shot image segmentation using Stable Diffusion | news.ycombinator.com | 2023-10-18
  • uformer-pytorch

    Implementation of Uformer, Attention-based Unet, in Pytorch

  • FedCV

    FedCV: An Industrial-grade Federated Learning Framework for Diverse Computer Vision Tasks

  • Military-Vehicles-Image-Recognition

    Fine-Tuning YOLOv5 to detect Military Vehicles in Aerial ARMA 3 Imagery

    Project mention: Jarvis: A Voice Virtual Assistant in Python (OpenAI, ElevenLabs, Deepgram) | news.ycombinator.com | 2023-12-18

    https://github.com/AlexandreSajus/Military-Vehicles-Image-Re...

    There's a French defense company, Preligens, that actually does this currently

  • SaaSHub

    SaaSHub - Software Alternatives and Reviews. SaaSHub helps you find the best software and product alternatives

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NOTE: The open source projects on this list are ordered by number of github stars. The number of mentions indicates repo mentiontions in the last 12 Months or since we started tracking (Dec 2020).

Python image-segmentation discussion

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Python image-segmentation related posts

  • Instance segmentation of small objects in grainy drone imagery

    8 projects | /r/computervision | 9 Dec 2023
  • Image-to-Caption Generator

    3 projects | /r/computervision | 7 Dec 2023
  • I used the ChatGPT API to create a proof-of-concept AI driven video game. Using generative AI for the images and dialogue and GPT-3.5 for narrative and game control. More info in comments.

    1 project | /r/ChatGPT | 17 Jun 2023
  • OMPR V0.6.8 update

    1 project | /r/OMPR_PCVR | 20 Feb 2023
  • [Medical Segmentation] The all-in-one 3D medical image segmentation toolkit. From data annotation to model deployment, you are welcome to try it all!

    1 project | /r/ArtificialInteligence | 19 Dec 2022
  • [N][R] SOTA Real-Time Semantic Segmentation Model Implemented by Python

    1 project | /r/Python | 12 Dec 2022
  • [P] New Features of Image Segmentation Project PaddleSeg (6k stars)

    1 project | /r/artificial | 1 Dec 2022
  • A note from our sponsor - SaaSHub
    www.saashub.com | 23 Jul 2024
    SaaSHub helps you find the best software and product alternatives Learn more →

Index

What are some of the best open-source image-segmentation projects in Python? This list will help you:

Project Stars
1 albumentations 13,787
2 segmentation_models.pytorch 9,164
3 PaddleSeg 8,437
4 U-2-Net 8,353
5 mmsegmentation 7,757
6 segmentation_models 4,668
7 catalyst 3,252
8 ailia-models 1,928
9 pytorch-toolbelt 1,502
10 hcaptcha-challenger 1,464
11 PixelLib 1,029
12 cleanvision 983
13 caer 754
14 cloth-segmentation 520
15 APE 461
16 signature_extractor 445
17 ISP-Guide 325
18 detectree 221
19 smriprep 126
20 SLiMe 116
21 uformer-pytorch 91
22 FedCV 62
23 Military-Vehicles-Image-Recognition 46

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