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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
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 | |
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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 |