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Top 4 unetplusplus open source projects

Segmentation models with pretrained backbones. PyTorch.

Hierarchical probabilistic 3D U-Net, with attention mechanisms (—𝘈𝘵𝘵𝘦𝘯𝘵𝘪𝘰𝘯 𝘜-𝘕𝘦𝘵, 𝘚𝘌𝘙𝘦𝘴𝘕𝘦𝘵) and a nested decoder structure with deep supervision (—𝘜𝘕𝘦𝘵++). Built in TensorFlow 2.5. Configured for voxel-level clinically significant prostate cancer detection in multi-channel 3D bpMRI scans.

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python mri-images computer-aided-detection attention-mechanisms prostate-cancer computer-aided-diagnosis seresnet tensorflow-keras unetplusplus attention-unet probabilistic-unet

food-detection-yolov5

🍔🍟🍗 Food analysis baseline with Theseus. Integrate object detection, image classification and multi-class semantic segmentation. 🍞🍖🍕

✭ 68

python HTML CSS javascript computer-vision deep-learning pytorch yolo image-classification food-classification object-detection semantic-segmentation efficientnet unetplusplus yolov5 food-analysis food-detection food-segmentation

EfficientUNetPlusPlus

Decoder architecture based on the UNet++. Combining residual bottlenecks with depthwise convolutions and attention mechanisms, it outperforms the UNet++ in a coronary artery segmentation task, while being significantly more computationally efficient.

✭ 37

python deep-learning pytorch segmentation unet medical-image-segmentation efficientnet unetplusplus efficientunetplusplus

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