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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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SaaSHub
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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 | |
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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 |