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SAM4MIS

SAM & SAM 2 for Medical Image Segmentation: Open-Source Project Summary

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ML-NLP

此项目是机器学习(Machine Learning)、深度学习(Deep Learning)、NLP面试中常考到的知识点和代码实现,也是作为一个算法工程师必会的理论基础知识。

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BigAug_torchio

An implementation of the BigAug augmentation pipeline compatible with the torchio package

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AADG

[TMI'22] "AADG: Automatic Augmentation for Domain Generalization on Retinal Image Segmentation".

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DoDNet

[CVPR2021] DoDNet: Learning to segment multi-organ and tumors from multiple partially labeled datasets

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DCAC

Code for [IEEE-TMI] Domain and Content Adaptive Convolution based Multi-Source Domain Generalization for Medical Image Segmentation.

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DyDA

Official Implementation for DyDG for one-to-multiple medical image segmentation

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Probabilistic-Domain-Adaptation

Probabilistic Domain Adaptation for Biomedical Image Segmentation

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ChatGLM-6B

ChatGLM-6B: An Open Bilingual Dialogue Language Model | 开源双语对话语言模型

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SIFA

[TMI'20, AAAI'19] Synergistic Image and Feature Adaptation

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CycleGAN

Software that can generate photos from paintings, turn horses into zebras, perform style transfer, and more.

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Transfer-Learning-Library

Transfer Learning Library for Domain Adaptation, Task Adaptation, and Domain Generalization

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adversarial-feature-augmentation

Code for the paper "Adversarial Feature Augmentation for Unsupervised Domain Adaptation", CVPR 2018

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awesome-domain-adaptation

A collection of AWESOME things about domian adaptation

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IntraDA

Unsupervised Intra-domain Adaptation for Semantic Segmentation through Self-Supervision (CVPR 2020 Oral)

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UDA-via-joint-adversarial-learning-and-self-learning

Unsupervised domain adaptation for cross-modality liver segmentation via joint adversarial learning and self-learning

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pytorch-domain-adaptation

A collection of implementations of adversarial domain adaptation algorithms

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ProDA

Prototypical Pseudo Label Denoising and Target Structure Learning for Domain Adaptive Semantic Segmentation (CVPR 2021)

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dataset

医学影像数据集列表 『An Index for Medical Imaging Datasets』

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SyntheticTumors

[CVPR 2023] Label-Free Liver Tumor Segmentation

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AIDE

AIDE: Annotation-efficient deep learning for automatic medical image segmentation

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conv_arithmetic

A technical report on convolution arithmetic in the context of deep learning

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ESPNetv2

A light-weight, power efficient, and general purpose convolutional neural network

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ESPNet

ESPNet: Efficient Spatial Pyramid of Dilated Convolutions for Semantic Segmentation

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Brain-Tumor-Segmentation

Attention-Guided Version of 2D UNet for Automatic Brain Tumor Segmentation

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cnn-explainer

Learning Convolutional Neural Networks with Interactive Visualization.

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brats-e1d3

E1D3 U-Net for Brain Tumor Segmentation

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