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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
You can use albumentations if you are comfortable with using open source libraries https://github.com/albumentations-team/albumentations
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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
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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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yolo_tracking
BoxMOT: pluggable SOTA tracking modules for segmentation, object detection and pose estimation models
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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
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Segment Anything in High Quality (https://arxiv.org/abs/2306.01567)
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WorkOS
The modern identity platform for B2B SaaS. The APIs are flexible and easy-to-use, supporting authentication, user identity, and complex enterprise features like SSO and SCIM provisioning.
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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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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
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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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detrex
detrex is a research platform for DETR-based object detection, segmentation, pose estimation and other visual recognition tasks.
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Project mention: Apple Researchers Introduce ByteFormer: An AI Model That Consumes Only Bytes And Does Not Explicitly Model The Input Modality - MarkTechPost | /r/singularity | 2023-06-16
https://github.com/apple/ml-cvnets/tree/main/examples/byteformer - Where the code will be located once uploaded
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Project mention: [D] Which open source models can replicate wonder dynamics's drag'n'drop cg characters? | /r/MachineLearning | 2023-06-11
Use Segmentation Model (SAM) combined with Inpainting model (E2FGVI) and Xmem to cut out the live action subject.
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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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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 -
PaddleViT
:robot: PaddleViT: State-of-the-art Visual Transformer and MLP Models for PaddlePaddle 2.0+
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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).
The latest post mention was on 2023-12-09.
Python Segmentation related posts
- Instance segmentation of small objects in grainy drone imagery
- 12-Jun-2023
- Segment Anything in High Quality
- Segment Anything in High Quality
- GitHub - SysCV/sam-hq: Segment Anything in High Quality
- Anyone using segment-geospatial?
- Where to even begin to extract yellow spots from these pictures?
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A note from our sponsor - SaaSHub
www.saashub.com | 17 Apr 2024
Index
What are some of the best open-source Segmentation projects in Python? This list will help you:
| Project | Stars | |
|---|---|---|
| 1 | albumentations | 13,362 |
| 2 | segmentation_models.pytorch | 8,773 |
| 3 | yolo_tracking | 6,046 |
| 4 | nnUNet | 4,960 |
| 5 | segmentation_models | 4,597 |
| 6 | pointnet | 4,556 |
| 7 | sam-hq | 3,324 |
| 8 | Pointnet_Pointnet2_pytorch | 3,150 |
| 9 | HRNet-Semantic-Segmentation | 3,018 |
| 10 | pointnet2 | 2,875 |
| 11 | segment-geospatial | 2,647 |
| 12 | BlenderProc | 2,516 |
| 13 | UNetPlusPlus | 2,162 |
| 14 | detrex | 1,807 |
| 15 | ml-cvnets | 1,662 |
| 16 | XMem | 1,584 |
| 17 | pytorch-toolbelt | 1,479 |
| 18 | vocal-remover | 1,377 |
| 19 | mmrazor | 1,352 |
| 20 | medicaldetectiontoolkit | 1,265 |
| 21 | image-background-remove-tool | 1,220 |
| 22 | PaddleViT | 1,169 |
| 23 | PixelLib | 1,008 |
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