brain-synthesis-lesion-segmentation 完整教學

2026-06-1011 min read BioinformaticsTutorial

brain-synthesis-lesion-segmentation 完整教學 Repository: https://github.com/harshitAgr/brain-synthesis-lesion-segmentation Stars: 40 | Fork: 33 | Language: Python (TensorFlow) Tags: brain, GAN, NVIDIA-DLI 論文: Medical Image Synthesis for Data Augmentation and Anonymization using Generative Adversarial Networks 最後更新:...

conditional_DDPM 完整教學

2026-06-109 min read BioinformaticsTutorial

conditional_DDPM 完整教學 Repository: https://github.com/junbopeng/conditional_DDPM Stars: 74 | Tags: DDPM, CBCT-CT, Medical-Physics License: MIT | Language: Python | Last Updated: 2026-04-29 論文: Peng J, Qiu RLJ, Wynne JF, et al. CBCT-Based synthetic CT image generation using conditional denoising diffusion probabilistic...

CTGAN 完整教學

2026-06-1010 min read BioinformaticsTutorial

CTGAN 完整教學 Repository: https://github.com/sdv-dev/CTGAN Stars: 1,560 | Forks: 331 | Language: Python | License: Business Source License (BSL) Tags: synthetic-data, generative-adversarial-network, tabular-data, data-generation 最後更新: 2026-06-08 | 目前版本: v0.12.1 論文: Modeling Tabular data using Conditional GAN — NeurIPS...

DenseDiffusion 完整教學

2026-06-1010 min read BioinformaticsTutorial

DenseDiffusion 完整教學 Repository: https://github.com/naver-ai/DenseDiffusion Stars: 507 | Forks: 35 | License: Apache-2.0 Tags: diffusion, dense-control, ICCV 論文: Dense Text-to-Image Generation with Attention Modulation (ICCV 2023) 作者: Yunji Kim, Jiyoung Lee, Jin-Hwa Kim, Jung-Woo Ha (NAVER AI Lab), Jun-Yan Zhu (CMU) 2....

distilabel 完整教學

2026-06-1012 min read BioinformaticsTutorial

distilabel 完整教學 Repository: https://github.com/argilla-io/distilabel Stars: 3248 | Tags: LLM, synthetic-data, AI-feedback License: Apache-2.0 | Language: Python | Requires: Python 3.9+ Homepage: https://distilabel.argilla.io Topics: ai, huggingface, llms, openai, python, rlaif, rlhf, synthetic-data,...

FORTE 完整教學

2026-06-1010 min read BioinformaticsTutorial

FORTE 完整教學 Repository: https://github.com/charlierabea/FORTE Stars: 49 | Fork: 6 | License: MIT Tags: multimodal, LLM, brain-CT, report 論文: Nature Communications 16, 2258 (2025) 最後更新: 2026-05-27 Zenodo DOI: 10.5281/zenodo.14852686 2. 核心架構 2.1 系統全貌 flowchart TB subgraph INPUT["輸入層"] CT["3D Brain CT(N 張 2D Slice)"]...

foundation-cancer-image-biomarker 完整教學

2026-06-108 min read BioinformaticsTutorial

foundation-cancer-image-biomarker 完整教學 Repository: https://github.com/AIM-Harvard/foundation-cancer-image-biomarker Stars: 132 | Tags: cancer, imaging, biomarker 論文: Nature Machine Intelligence 2024 授權: MIT License | 語言: Python (Jupyter Notebook / PyTorch) 作者: Suraj Pai, AIM Lab @ Harvard 2. 核心架構 2.1 系統架構總覽 flowchart...

HyenaDNA 完整教學

2026-06-109 min read BioinformaticsTutorial

HyenaDNA 完整教學 Repository: https://github.com/HazyResearch/hyena-dna Stars: 791 | Fork: 108 | License: Apache-2.0 Tags: genomics, foundation-models, language-models Paper: arXiv:2306.15794 | HuggingFace: LongSafari Primary Language: Python (含 CUDA C++ 加速核心) 最後更新: 2026-06-10 2. 核心架構 2.1 整體架構圖 graph TB subgraph Input["輸入...

mcp-cli 完整教學

2026-06-1010 min read AI-AgentTutorial

Repository: https://github.com/doggy8088/mcp-cli Stars: 113 | Forks: 14 | Language: Rust | License: MIT npm: @willh/mcp-cli 最後更新: 2026-06-10 1. 專案概覽 (Project Overview) 1.1 什麼是 mcp-cli？ mcp-cli 是一套以 Rust 撰寫的輕量級 CLI (Command-Line Interface; 命令列介面) 工具與函式庫，專門用來與 MCP (Model Context Protocol; 模型上下文協定) 伺服器互動。 MCP 是一套讓 AI 模型透...

medSynthesisV1 完整教學

2026-06-109 min read BioinformaticsTutorial

medSynthesisV1 完整教學 Repository: https://github.com/ginobilinie/medSynthesisV1 Stars: 195 | Fork: 45 | Language: Python | License: MIT Tags: medical-synthesis, WGAN-GP, PyTorch 論文: Medical Image Synthesis with Deep Convolutional Adversarial Networks (IEEE TBME 2018) 作者: Dong Nie et al., UNC Chapel Hill / Shen Lab 2. 核心...