Spaces:
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Sleeping
chengwang96 commited on
Commit ·
41edbc8
1
Parent(s): 97c6ad9
Add application file
Browse files
app.py
ADDED
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import gradio as gr
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import numpy as np
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import pandas as pd
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from PIL import Image, ImageEnhance
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# 伪造的算法函数,请替换成你自己的模型
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def enhance_image(img):
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enhancer = ImageEnhance.Contrast(img)
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enhanced = enhancer.enhance(1.5)
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return enhanced
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def diagnose(img):
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# 假数据
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stats = pd.DataFrame({
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"指标": ["增龄斑", "黄斑变性"],
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"结果": ["正常", "异常"],
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"概率": [0.85, 0.15]
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})
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return img, stats
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def analyze_structure(img):
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# 假数据
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stats = pd.DataFrame({
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"结构": ["血管密度", "分形维数"],
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"数值": [4.12, 1.53]
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})
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return img, stats
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with gr.Blocks(title="AI眼底影像辅助分析系统") as demo:
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gr.Markdown("## AI眼底影像辅助分析系统")
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with gr.Row():
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# 图像增强模块
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with gr.Column():
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gr.Markdown("### 图像增强模块")
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input_img = gr.Image(label="原始图片", type="pil")
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enhanced_img = gr.Image(label="增强图片")
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enhance_btn = gr.Button("增强图片")
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enhance_btn.click(enhance_image, inputs=input_img, outputs=enhanced_img)
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with gr.Row():
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# 疾病诊断模块
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with gr.Column():
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gr.Markdown("### 疾病诊断模块")
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diag_img = gr.Image(label="诊断结果图片")
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diag_table = gr.Dataframe(headers=["指标", "结果", "概率"])
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diag_btn = gr.Button("疾病诊断")
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diag_btn.click(diagnose, inputs=input_img, outputs=[diag_img, diag_table])
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# 结构分析模块
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with gr.Column():
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gr.Markdown("### 结构分析模块")
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struct_img = gr.Image(label="结构分析图片")
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struct_table = gr.Dataframe(headers=["结构", "数值"])
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struct_btn = gr.Button("结构分析")
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struct_btn.click(analyze_structure, inputs=input_img, outputs=[struct_img, struct_table])
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demo.launch()
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