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richard-peng-xia/awesome-multimodal-in-medical-imaging
默认分支 main · commit 228ab07b · 扫描时间 2026/6/14 14:27:50
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行动计划告诉你下一步要做什么——按影响力排序、可直接复制粘贴的修改。品类可见性是真正的 GEO 测试:当用户向 AI 提一个不带品牌、本应让 richard-peng-xia/awesome-multimodal-in-medical-imaging 浮出水面的问题时,AI 是真的推荐了你,还是推荐了你的竞品?客观检查验证 AI 引擎最先权衡的那些元数据信号。自指检查判断 AI 是否还认识你的名字。
行动计划 — 可复制粘贴的修复
3 条由 gemini-2.5-flash 生成、按优先级排序的修改。修完后请把对应条目标记为完成。
- highreadme#1Reposition README opening to emphasize its nature as a curated list
原因:
当前This repository includes resources on several applications of multi-modal learning in medical imaging, including papers related to large language models (LLM).
复制粘贴的修复This repository is a curated collection of academic papers and resources on applications of multi-modal learning in medical imaging, with a special focus on large language models (LLM). It serves as a central hub for researchers, students, and practitioners to discover and organize essential resources in this rapidly evolving field.
- mediumhomepage#2Add a homepage URL to the repository metadata
原因:
复制粘贴的修复https://github.com/richard-peng-xia/awesome-multimodal-in-medical-imaging
- lowtopics#3Add 'awesome-list' and 'curated-list' topics
原因:
当前large-language-models, large-multimodal-models, medical-imaging, medical-report-generation, multimodal-deep-learning, multimodal-large-language-models, multimodal-learning, visual-question-answering
复制粘贴的修复large-language-models, large-multimodal-models, medical-imaging, medical-report-generation, multimodal-deep-learning, multimodal-large-language-models, multimodal-learning, visual-question-answering, awesome-list, curated-list, resource-collection
本次扫描解析到的品类 GEO 通道:google/gemini-2.5-flash, deepseek/deepseek-v4-flash
品类可见性 — 真正的 GEO 测试
向 google/gemini-2.5-flash 提出的不带品牌问题。AI 推荐了你,还是推荐了别人?
各模型使用同一组问题 — 切换标签对比回答与排名。
- PubMed · 被推荐 1 次
- PubMed Central · 被推荐 1 次
- IEEE Xplore Digital Library · 被推荐 1 次
- IEEE Transactions on Medical Imaging · 被推荐 1 次
- IEEE Journal of Biomedical and Health Informatics · 被推荐 1 次
- 品类问题Where can I find academic papers on multimodal deep learning for medical image analysis?你:未被推荐AI 推荐顺序:
- PubMed
- PubMed Central
- IEEE Xplore Digital Library
- IEEE Transactions on Medical Imaging
- IEEE Journal of Biomedical and Health Informatics
- arXiv
- Google Scholar
- Scopus
- Web of Science
- MICCAI
- IPMI
- ISBI
- MIDL
- NeurIPS
- ICML
- CVPR
- ECCV
- AAAI
AI 推荐了 18 个替代方案,却始终没点名 richard-peng-xia/awesome-multimodal-in-medical-imaging。这就是要补上的差距。
查看 AI 完整回答
- 品类问题Looking for research on integrating large language models with medical imaging for diagnosis.你:未被推荐AI 推荐顺序:
- RadBERT
- CheXpert
- RadFM
- Med-PaLM M
- Flamingo
- LLaVA-Med
- VQA-Med
- SLAKE
- IBM Watson Health Imaging
- Nuance PowerScribe One with AI
- PathLLM
- HistoGPT
AI 推荐了 12 个替代方案,却始终没点名 richard-peng-xia/awesome-multimodal-in-medical-imaging。这就是要补上的差距。
查看 AI 完整回答
客观检查
针对 AI 引擎最看重的元数据信号的规则审计。
- Metadata completenesswarn
建议:
- README presencepass
自指检查
当被直接问到你时,AI 是否还知道你的仓库存在?
- Compared to common alternatives in this category, what is the core differentiator of richard-peng-xia/awesome-multimodal-in-medical-imaging?passAI 未点名 richard-peng-xia/awesome-multimodal-in-medical-imaging —— 很可能在说另一个项目
AI 的回答可能信誓旦旦却是错的。请按事实核对:技术栈、目标人群、差异化点是不是和你实际的对得上?
- If a team adopts richard-peng-xia/awesome-multimodal-in-medical-imaging in production, what risks or prerequisites should they evaluate first?passAI 未点名 richard-peng-xia/awesome-multimodal-in-medical-imaging —— 很可能在说另一个项目
AI 的回答可能信誓旦旦却是错的。请按事实核对:技术栈、目标人群、差异化点是不是和你实际的对得上?
- In one sentence, what problem does the repo richard-peng-xia/awesome-multimodal-in-medical-imaging solve, and who is the primary audience?passAI 未点名 richard-peng-xia/awesome-multimodal-in-medical-imaging —— 很可能在说另一个项目
AI 的回答可能信誓旦旦却是错的。请按事实核对:技术栈、目标人群、差异化点是不是和你实际的对得上?
嵌入你的 GEO 徽章
把这个徽章贴进 richard-peng-xia/awesome-multimodal-in-medical-imaging 的 README。每次重新扫描都会自动更新,并跳到最新报告——是「我在乎 AI 可发现性」最简单的公开证明。
[](https://repogeo.com/zh/r/richard-peng-xia/awesome-multimodal-in-medical-imaging)<a href="https://repogeo.com/zh/r/richard-peng-xia/awesome-multimodal-in-medical-imaging"><img src="https://repogeo.com/badge/richard-peng-xia/awesome-multimodal-in-medical-imaging.svg" alt="RepoGEO" /></a>订阅 Pro,解锁深度诊断
richard-peng-xia/awesome-multimodal-in-medical-imaging — 轻量扫描仍免费;本卡列出 Pro 相对轻量的深度额度。
- 深度报告每月 10 次
- 无品牌品类查询5,轻量 2
- 优先行动项8,轻量 3