🔬

A Deep Reinforcement Learning Framework for Rapid Diagnosis of Whole Slide Pathological Images

📅 2022
technical research breakthrough
🔵 Rare

📖 Description

A Deep Reinforcement Learning Framework for Rapid Diagnosis of Whole Slide Pathological Images Tingting Zheng1, Weixing chen2, Shuqin Li1, Hao Quan1, Qun Bai1, Tianhang Nan1, Song Zheng3, Xinghua Gao3, Yue Zhao1 and Xiaoyu Cui1* 1 College of Medicine and Biological Information Engineering, Northeastern University, Shen- yang, 110169, China *Corresponding author :[email address redacted] 2 Shenzhen College of Advanced Technology , University of the Chinese Academy of Sciences, Beijing 100049, China 3 NHC Key Laboratory of Immunodermatology (China Medical University), No.155 Nanjing Bei Street, Heping District, Shenyang, Liao ning Province, 110001, China. Abstract. Deep neural network is a research hotspot on histopathological image analysis, which can improve the efficiency and accuracy of diagnosis for pathologists or be used for disease screening. The whole slide pathological image can reach one gigapixel and contains abundant tissue feature information, whic...

📊 Game Impacts

Not verified in game

Which variables this event was proposed to move, and in which direction. The magnitudes are held in the corpus but are not shown here, because they have not been verified against the shipped game. They come from pdoom-data. They describe what an event was proposed to do, not what the shipped game does with it. Most events in the corpus are flavour: they are shown for colour and do not move any game variable. Only a small minority reach the systems below, and several of the variables listed here are not read by the game at all yet. Treat this table as a design proposal under review, not as a measurement of play. Corrections and arguments are welcome — the suggestion links at the foot of this page go straight to the data repo.

Variable Direction Condition
Research proposed: up Always
Papers proposed: up Always
Vibey Doom proposed: up Always

💭 Reactions

🔬 Safety Researcher Reaction: ⚠️ Placeholder - Needs Real Quote
"Valuable research for alignment"
📰 Media Reaction: ⚠️ Placeholder - Needs Real Quote
"Published in academic venue"
💡 Found a Real Quote? Suggest it here

🔗 Sources

🏷️ Event Metadata

Think this event's metadata could be improved? Category and tags describe the real-world event and are maintained in pdoom-data. Rarity, game impacts and p(doom) effects are game-mechanical values owned by pdoom1. Each link below goes to the repository that decides that field.

📁 Category Technical Research Breakthrough → Suggest different category
⭐ Rarity 🔵 Rare → Suggest different rarity
🏷️ Tags (0) → Suggest tag changes
📊 Game Impacts (3) 3 variable changes → Suggest impact changes
☢️ p(Doom) Impact No direct impact → Suggest p(doom) change
📝 General Metadata Year, description, reactions → Comprehensive review

🤝 Found an Issue?

This event data is sourced from the pdoom-data repository. If you notice errors or want to suggest improvements:

GitHub Issue (Preferred) 📧 Email (No GitHub)
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