Table 11 List of abbreviations

From: Large language models driven neural architecture search for universal and lightweight disease diagnosis on histopathology slide images

Abbreviation

Full form

AI

Artificial Intelligence

LLM

Large Language Model

NAS

Neural Architecture Search

FLOPs

Floating Point Operations

IoU

Intersection over Union

SAM

Segment Anything Model

BCSS

Breast Cancer Semantic Segmentation

PanNuke

Pan-cancer Nuclear Segmentation

TCGA

The Cancer Genome Atlas

WSI

Whole Slide Images

UNP

Universal Task NAS Prompt

RLHF

Reinforcement Learning with Human Feedback

DPO

Direct Preference Optimization

SGD

Stochastic Gradient Descent

CNN

Convolutional Neural Network

ViT

Vision Transformer

FPN

Feature Pyramid Network

SPOS

Single Path One-Shot

MBConv

Mobile inverted Bottleneck Convolution

SE

Squeeze-and-Excitation

GDPR

General Data Protection Regulation

HIPAA

Health Insurance Portability and Accountability Act

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