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Browse files- README.md +25 -0
- app.py +86 -0
- pytexrecon.py +220 -0
- requirements.txt +4 -0
README.md
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@@ -10,3 +10,28 @@ pinned: false
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---
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Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference
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---
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Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference
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# TexRecon 纹理重建工具
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这是一个基于TexRecon的纹理重建Gradio应用,可在Hugging Face Space中运行。
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## 功能
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将3D网格模型与图像序列结合,自动生成带纹理的3D模型。
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## 使用方法
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1. 上传PLY格式的网格模型
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2. 上传图像序列(JPG或PNG格式)
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3. 输入相机内参数据
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4. 输入每个图像对应的相机姿态
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5. 点击"开始纹理重建"按钮
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## 注意事项
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- 首次运行时会自动编译TexRecon,可能需要5-10分钟
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- 请确保输入的相机参数与图像匹配
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- 较大的纹理分辨率会增加处理时间
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## 技术细节
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应用使用pytexrecon库封装TexRecon功能,该库会:
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1. 自动检测或编译TexRecon可执行文件
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2. 处理输入输出数据转换
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3. 管理临时文件和工作目录
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app.py
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@@ -0,0 +1,86 @@
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import gradio as gr
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import pytexrecon
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import os
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def process_texturing(mesh_file, image_files, intrinsics_text, pose_texts):
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try:
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# 初始化TexRecon
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tex = pytexrecon.TexRecon(verbose=True)
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# 处理输入数据
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with open(mesh_file.name, "rb") as f:
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mesh_data = f.read()
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# 处理图像
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images = {}
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for img_file in image_files:
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img_name = os.path.basename(img_file.name)
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with open(img_file.name, "rb") as f:
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images[img_name] = f.read()
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# 处理姿态数据
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poses = {}
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for img_file, pose_text in zip(image_files, pose_texts):
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img_name = os.path.basename(img_file.name)
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poses[img_name] = pose_text
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# 运行纹理重建
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mesh_bytes, texture_bytes = tex.run_texturing(
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mesh_data=mesh_data,
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images=images,
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intrinsics=intrinsics_text,
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poses=poses,
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texture_resolution=2048,
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fill_holes=True
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)
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# 保存结果到临时文件
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with open("textured_mesh.obj", "wb") as f:
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f.write(mesh_bytes)
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with open("texture.png", "wb") as f:
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f.write(texture_bytes)
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return "textured_mesh.obj", "texture.png", "纹理重建成功!"
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except Exception as e:
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return None, None, f"处理失败: {str(e)}"
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# 创建Gradio界面
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with gr.Blocks(title="TexRecon 纹理重建工具") as demo:
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gr.Markdown("# TexRecon 纹理重建工具")
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gr.Markdown("上传网格模型、图像序列和相机参数,生成带纹理的3D模型")
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with gr.Row():
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with gr.Column(scale=1):
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mesh_file = gr.File(label="网格模型 (.ply)", file_types=[".ply"])
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image_files = gr.File(label="图像序列", file_types=[".jpg", ".png"], file_count="multiple")
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intrinsics_text = gr.Textbox(
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label="相机内参",
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placeholder="输入相机内参数据",
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lines=5
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)
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pose_texts = gr.Textbox(
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label="相机姿态 (每个图像一个)",
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placeholder="输入相机姿态数据,每个图像一行",
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lines=5
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)
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process_btn = gr.Button("开始纹理重建")
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with gr.Column(scale=1):
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output_mesh = gr.File(label="带纹理的模型")
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output_texture = gr.Image(label="纹理贴图")
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status_text = gr.Textbox(label="状态")
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process_btn.click(
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fn=process_texturing,
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inputs=[mesh_file, image_files, intrinsics_text, pose_texts],
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outputs=[output_mesh, output_texture, status_text]
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)
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if __name__ == "__main__":
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demo.launch()
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pytexrecon.py
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import subprocess
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import os
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import tempfile
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from typing import Optional, List, Dict, Tuple
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class TexRecon:
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def __init__(self, verbose: bool = False):
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"""
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初始化TexRecon绑定,适配Hugging Face Space环境
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Args:
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verbose: 是否显示详细输出
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"""
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self.verbose = verbose
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self.texrecon_path = self._find_texrecon()
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# 检查是否可用
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if not self.texrecon_path:
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# 尝试自动编译(仅在Space环境中)
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if os.path.exists("/app"): # Hugging Face Space特征路径
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self.texrecon_path = self._compile_texrecon()
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else:
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raise RuntimeError("未找到TexRecon可执行文件,请确保已编译")
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self._check_texrecon()
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# 创建临时目录用于处理中间文件
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self.temp_dir = tempfile.TemporaryDirectory()
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self.work_dir = self.temp_dir.name
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def _find_texrecon(self) -> Optional[str]:
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"""在常见路径中查找TexRecon可执行文件"""
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search_paths = [
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"./texrecon",
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"/app/texrecon/build/texrecon",
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"/usr/local/bin/texrecon",
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os.path.expanduser("~/texrecon/build/texrecon")
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]
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for path in search_paths:
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if os.path.exists(path) and os.access(path, os.X_OK):
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return path
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return None
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def _compile_texrecon(self) -> str:
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"""在Hugging Face Space中自动编译TexRecon"""
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try:
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# 安装依赖
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subprocess.run(
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["sudo", "apt-get", "update"],
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check=True,
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stdout=subprocess.PIPE,
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stderr=subprocess.PIPE
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)
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deps = [
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"git", "cmake", "build-essential",
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"libboost-program-options-dev", "libopencv-dev"
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]
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subprocess.run(
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["sudo", "apt-get", "install", "-y"] + deps,
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check=True,
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stdout=subprocess.PIPE,
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stderr=subprocess.PIPE
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)
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# 克隆源码并编译
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os.makedirs("/app/texrecon", exist_ok=True)
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subprocess.run(
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["git", "clone", "https://github.com/texrecon/texrecon.git", "/app/texrecon/src"],
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check=True,
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stdout=subprocess.PIPE,
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stderr=subprocess.PIPE
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)
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os.makedirs("/app/texrecon/build", exist_ok=True)
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subprocess.run(
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["cmake", "../src"],
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cwd="/app/texrecon/build",
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check=True,
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stdout=subprocess.PIPE,
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stderr=subprocess.PIPE
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)
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subprocess.run(
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["make", "-j4"],
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cwd="/app/texrecon/build",
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check=True,
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stdout=subprocess.PIPE,
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stderr=subprocess.PIPE
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)
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texrecon_path = "/app/texrecon/build/texrecon"
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if os.path.exists(texrecon_path):
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os.chmod(texrecon_path, 0o755)
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return texrecon_path
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else:
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raise RuntimeError("TexRecon编译成功但未找到可执行文件")
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except Exception as e:
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raise RuntimeError(f"自动编译TexRecon失败: {str(e)}")
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def _check_texrecon(self) -> None:
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"""检查TexRecon是否可执行"""
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try:
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subprocess.run(
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| 107 |
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[self.texrecon_path, "--help"],
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| 108 |
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check=True,
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| 109 |
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stdout=subprocess.PIPE,
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| 110 |
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stderr=subprocess.PIPE
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| 111 |
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)
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| 112 |
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except FileNotFoundError:
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| 113 |
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raise RuntimeError(f"未找到TexRecon可执行文件: {self.texrecon_path}")
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| 114 |
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except subprocess.CalledProcessError:
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| 115 |
+
raise RuntimeError(f"TexRecon可执行文件无效: {self.texrecon_path}")
|
| 116 |
+
|
| 117 |
+
def run_texturing(self,
|
| 118 |
+
mesh_data: bytes, # 网格文件二进制数据
|
| 119 |
+
images: Dict[str, bytes], # 图像文件名到二进制数据的映射
|
| 120 |
+
intrinsics: str, # 内参字符串
|
| 121 |
+
poses: Dict[str, str], # 图像名到姿态的映射
|
| 122 |
+
texture_resolution: int = 2048,
|
| 123 |
+
padding: int = 5,
|
| 124 |
+
fill_holes: bool = True) -> Tuple[bytes, bytes]:
|
| 125 |
+
"""
|
| 126 |
+
运行纹理重建(适配Gradio的文件上传方式)
|
| 127 |
+
|
| 128 |
+
Args:
|
| 129 |
+
mesh_data: 网格文件二进制数据
|
| 130 |
+
images: 图像文件名到二进制数据的映射
|
| 131 |
+
intrinsics: 相机内参字符串
|
| 132 |
+
poses: 图像名到姿态的映射
|
| 133 |
+
texture_resolution: 纹理贴图分辨率
|
| 134 |
+
padding: UV边界填充像素数
|
| 135 |
+
fill_holes: 是否填充纹理孔洞
|
| 136 |
+
|
| 137 |
+
Returns:
|
| 138 |
+
带纹理的模型文件和纹理贴图的二进制数据
|
| 139 |
+
"""
|
| 140 |
+
# 创建工作目录结构
|
| 141 |
+
mesh_path = os.path.join(self.work_dir, "mesh.ply")
|
| 142 |
+
images_dir = os.path.join(self.work_dir, "images")
|
| 143 |
+
intrinsics_path = os.path.join(self.work_dir, "intrinsics.txt")
|
| 144 |
+
poses_dir = os.path.join(self.work_dir, "poses")
|
| 145 |
+
output_dir = os.path.join(self.work_dir, "output")
|
| 146 |
+
|
| 147 |
+
os.makedirs(images_dir, exist_ok=True)
|
| 148 |
+
os.makedirs(poses_dir, exist_ok=True)
|
| 149 |
+
os.makedirs(output_dir, exist_ok=True)
|
| 150 |
+
|
| 151 |
+
# 写入网格文件
|
| 152 |
+
with open(mesh_path, "wb") as f:
|
| 153 |
+
f.write(mesh_data)
|
| 154 |
+
|
| 155 |
+
# 写入图像文件
|
| 156 |
+
for img_name, img_data in images.items():
|
| 157 |
+
img_path = os.path.join(images_dir, img_name)
|
| 158 |
+
with open(img_path, "wb") as f:
|
| 159 |
+
f.write(img_data)
|
| 160 |
+
|
| 161 |
+
# 写入内参文件
|
| 162 |
+
with open(intrinsics_path, "w") as f:
|
| 163 |
+
f.write(intrinsics)
|
| 164 |
+
|
| 165 |
+
# 写入姿态文件
|
| 166 |
+
for img_name, pose_data in poses.items():
|
| 167 |
+
pose_path = os.path.join(poses_dir, f"{img_name}.txt")
|
| 168 |
+
with open(pose_path, "w") as f:
|
| 169 |
+
f.write(pose_data)
|
| 170 |
+
|
| 171 |
+
# 构建命令
|
| 172 |
+
cmd = [
|
| 173 |
+
self.texrecon_path,
|
| 174 |
+
"texturing",
|
| 175 |
+
"--mesh", mesh_path,
|
| 176 |
+
"--images", images_dir,
|
| 177 |
+
"--intrinsics", intrinsics_path,
|
| 178 |
+
"--poses", poses_dir,
|
| 179 |
+
"--output", output_dir,
|
| 180 |
+
"--resolution", str(texture_resolution),
|
| 181 |
+
"--padding", str(padding)
|
| 182 |
+
]
|
| 183 |
+
|
| 184 |
+
if fill_holes:
|
| 185 |
+
cmd.append("--fill-holes")
|
| 186 |
+
|
| 187 |
+
# 执行命令
|
| 188 |
+
try:
|
| 189 |
+
stdout = subprocess.PIPE if not self.verbose else None
|
| 190 |
+
stderr = subprocess.STDOUT if not self.verbose else None
|
| 191 |
+
|
| 192 |
+
subprocess.run(
|
| 193 |
+
cmd,
|
| 194 |
+
stdout=stdout,
|
| 195 |
+
stderr=stderr,
|
| 196 |
+
check=True
|
| 197 |
+
)
|
| 198 |
+
|
| 199 |
+
# 读取输出结果
|
| 200 |
+
textured_mesh_path = os.path.join(output_dir, "mesh_textured.obj")
|
| 201 |
+
texture_path = os.path.join(output_dir, "texture_0.png")
|
| 202 |
+
|
| 203 |
+
with open(textured_mesh_path, "rb") as f:
|
| 204 |
+
mesh_bytes = f.read()
|
| 205 |
+
|
| 206 |
+
with open(texture_path, "rb") as f:
|
| 207 |
+
texture_bytes = f.read()
|
| 208 |
+
|
| 209 |
+
return mesh_bytes, texture_bytes
|
| 210 |
+
|
| 211 |
+
except subprocess.CalledProcessError as e:
|
| 212 |
+
if self.verbose:
|
| 213 |
+
print(f"命令执行失败: {e}")
|
| 214 |
+
raise RuntimeError(f"纹理重建失败: {str(e)}")
|
| 215 |
+
|
| 216 |
+
def __del__(self):
|
| 217 |
+
"""清理临时目录"""
|
| 218 |
+
if hasattr(self, 'temp_dir'):
|
| 219 |
+
self.temp_dir.cleanup()
|
| 220 |
+
|
requirements.txt
ADDED
|
@@ -0,0 +1,4 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
gradio>=3.0
|
| 2 |
+
numpy
|
| 3 |
+
tempfile
|
| 4 |
+
|