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Top 23 Python Segmentation Projects
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albumentations
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
Project mention: Burn Deep Learning Framework Release 0.7.0: Revamped (de)serialization, optimizer & module overhaul, initial ONNX support and tons of new features. | /r/rust | 2023-05-06Is something planned to support data augmentations? Something like https://albumentations.ai/
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Project mention: [D] Improvements/alternatives to U-net for medical images segmentation? | /r/MachineLearning | 2023-03-29
SMP offers a wide variety of segmentation models with the option to use pre-trained weights.
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InfluxDB
Access the most powerful time series database as a service. Ingest, store, & analyze all types of time series data in a fully-managed, purpose-built database. Keep data forever with low-cost storage and superior data compression.
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I used segmentation-models (https://github.com/qubvel/segmentation_models) to create a deeplabv3+ model. I havent used it in the last 2 months and now i comeback to the same code and cant use it. Getting ModuleNotFoundError: No module named 'segmentation_models_pytorch.deeplabv3'
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Project mention: How do I balance a pointcloud dataset without compromising it? | /r/learnmachinelearning | 2022-10-25
I am using pointnet, A neural network which directly processes point clouds and labels them on a per-point basis.
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Project mention: Where to even begin to extract yellow spots from these pictures? | /r/MLQuestions | 2023-04-02
Now just run your images and masks in nnUNet to see if it works. https://github.com/MIC-DKFZ/nnUNet
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HRNet-Semantic-Segmentation
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
Project mention: Some general and HRNetV2+OCR related questions (Semantic Segmentation) | /r/computervision | 2022-11-30Hi everyone. I'm trying utilize popular HRNetV2+OCR model posted in this repo
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Is this how you trained the segmentation? https://github.com/charlesq34/pointnet2
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Sonar
Write Clean Python Code. Always.. Sonar helps you commit clean code every time. With over 225 unique rules to find Python bugs, code smells & vulnerabilities, Sonar finds the issues while you focus on the work.
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Pointnet_Pointnet2_pytorch
PointNet and PointNet++ implemented by pytorch (pure python) and on ModelNet, ShapeNet and S3DIS.
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Blender with add-ons (Kubric, BlenderProc)
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segment-geospatial
A Python package for segmenting geospatial data with the Segment Anything Model (SAM)
Maybe try reporting as a GitHub issue? https://github.com/opengeos/segment-geospatial/issues
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Project mention: Surrender cards are being distributed to Russianforces: 'Your ticket to a peaceful life. Show this card to a Ukrainian soldier - it will save your life and help you get back home' On the back: a telegram chat & phone number they can contact 'to receive detailed support'. | /r/ukraine | 2022-09-12
For what it's worth, the QR code points to a URI shortener domain "qrfy.mobi" which redirects to a cloudflare hosted page that contains telegram information relating to "nikolay_bodenko" and "chaos_admin" ("For advertising and cooperation"? Whatever that is supposed to mean), which led me to "rf200_now" and "rf200_nooow" (looks to get spammed around a bit), which is purportedly supportive of Ukraine.
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medicaldetectiontoolkit
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.
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Project mention: Track-Anything: a flexible and interactive tool for video object tracking and segmentation, based on Segment Anything and XMem. | /r/StableDiffusion | 2023-04-25
Nvm just found the occlusion video on https://github.com/hkchengrex/XMem holy shit
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PaddleViT
:robot: PaddleViT: State-of-the-art Visual Transformer and MLP Models for PaddlePaddle 2.0+
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MMRazor: OpenMMLab model compression toolbox and benchmark.
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Project mention: YOLOv6: Redefine state-of-the-art for object detection | news.ycombinator.com | 2022-06-29
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image-background-remove-tool
✂️ Automated high-quality background removal framework for an image using neural networks. ✂️
Project mention: Show HN: Image background removal without annoying subscriptions | news.ycombinator.com | 2023-05-25 -
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segmenter
[ICCV2021] Official PyTorch implementation of Segmenter: Transformer for Semantic Segmentation
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Project mention: Sharing an automatic tool I built for video background removal (free and better than runwayml) | /r/StableDiffusion | 2023-05-04
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SaaSHub
SaaSHub - Software Alternatives and Reviews. SaaSHub helps you find the best software and product alternatives
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).
The latest post mention was on 2023-05-25.
Python Segmentation related posts
- Anyone using segment-geospatial?
- Where to even begin to extract yellow spots from these pictures?
- [D] Improvements/alternatives to U-net for medical images segmentation?
- Improvements/alternatives to U-net for medical images segmentation?
- Synthetic image Generation
- dataset collection for transfer learning
- Medical Image Segmentation Human Retina
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A note from our sponsor - InfluxDB
www.influxdata.com | 9 Jun 2023
Index
What are some of the best open-source Segmentation projects in Python? This list will help you:
| Project | Stars | |
|---|---|---|
| 1 | albumentations | 12,072 |
| 2 | segmentation_models.pytorch | 7,399 |
| 3 | segmentation_models | 4,332 |
| 4 | pointnet | 4,198 |
| 5 | nnUNet | 3,724 |
| 6 | HRNet-Semantic-Segmentation | 2,873 |
| 7 | pointnet2 | 2,666 |
| 8 | Pointnet_Pointnet2_pytorch | 2,404 |
| 9 | BlenderProc | 2,045 |
| 10 | segment-geospatial | 1,611 |
| 11 | pytorch-toolbelt | 1,395 |
| 12 | ml-cvnets | 1,377 |
| 13 | medicaldetectiontoolkit | 1,203 |
| 14 | XMem | 1,187 |
| 15 | PaddleViT | 1,116 |
| 16 | mmrazor | 1,073 |
| 17 | PixelLib | 939 |
| 18 | image-background-remove-tool | 921 |
| 19 | vocal-remover | 911 |
| 20 | ttach | 841 |
| 21 | caer | 691 |
| 22 | segmenter | 686 |
| 23 | segment-anything-video | 649 |
SaaSHub - Software Alternatives and Reviews
SaaSHub helps you find the best software and product alternatives
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