Top 4 fpn Open-Source Projects

segmentation_models.pytorch

14 8,800 2.8 Python

Segmentation models with pretrained backbones. PyTorch.

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

segmentation_models

8 4,602 0.0 Python

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

InfluxDB

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SegmentationCpp

3 402 3.4 C++

A c++ trainable semantic segmentation library based on libtorch (pytorch c++). Backbone: VGG, ResNet, ResNext. Architecture: FPN, U-Net, PAN, LinkNet, PSPNet, DeepLab-V3, DeepLab-V3+ by now.
Comparsion_Segmentation_models

5 5 3.2 Python

Brief comparison of segmentation models. Trained on Collab, served using Fast-API, streamlit and dockerized.

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).