Upload app.py
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app.py
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ο»Ώ# app.py
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import os
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import sys
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import glob
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import numpy as np
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import trimesh
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import plotly.graph_objs as go
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import gradio as gr
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from plyfile import PlyData
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# ------------------ Load pyregister module ------------------
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so_candidates = glob.glob("build/python/pyregister*.so")
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if not so_candidates:
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os.system("bash build.sh")
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so_candidates = glob.glob("build/python/pyregister*.so")
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if not so_candidates:
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raise FileNotFoundError("pyregister build failed, no .so found in build/python")
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sys.path.append("build/python")
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import pyregister
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# ------------------ Example data ------------------
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EXAMPLES = {
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"Rigid": {"target": "./examples/data/fricp/target.ply", "source": "./examples/data/fricp/source.ply"},
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"NonRigid": {"target": "./examples/data/spare/target.obj", "source": "./examples/data/spare/source.obj"},
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}
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FRICP_PARAS = {
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"useinit": False,
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"fileinit": "",
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"maxiter": 100,
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"stop": 1e-5
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}
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SPARE_PARAS = {
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"iters": 30,
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"stopcoarse": 1e-3,
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"stopfine": 1e-4,
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"use_landmark": False,
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"src": [],
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"tar": []
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}
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def load_example(example_type):
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target_path = EXAMPLES[example_type]["target"]
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source_path = EXAMPLES[example_type]["source"]
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method = example_type
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return source_path, target_path, method
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def read_mesh(file_path):
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ext = os.path.splitext(file_path)[1].lower()
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if ext == ".ply":
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plydata = PlyData.read(file_path)
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vertex = plydata["vertex"]
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vertices = np.stack([vertex["x"], vertex["y"], vertex["z"]], axis=-1)
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faces = None
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if "face" in plydata and len(plydata["face"].data) > 0:
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face_list = [f[0] for f in plydata["face"].data]
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if len(face_list) > 0:
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faces = np.array(face_list)
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if faces.ndim == 1:
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faces = faces.reshape(-1, 3)
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return vertices, faces
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elif ext == ".obj":
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mesh = trimesh.load(file_path, process=False)
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return np.asarray(mesh.vertices), (np.asarray(mesh.faces) if mesh.faces.size > 0 else None)
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else:
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raise ValueError(f"Unsupported file type: {ext}")
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def plot_source_target_mesh(target_file, source_file, alpha_target=1.0, alpha_source=1.0, scatter_mode=False):
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target_v, target_f = read_mesh(target_file)
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source_v, source_f = read_mesh(source_file)
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fig = go.Figure()
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lighting_opts = dict(ambient=0.5, diffuse=0.8, specular=0.6, roughness=0.25)
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light_pos = dict(x=100, y=200, z=50)
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target_color = "crimson"
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if scatter_mode:
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fig.add_trace(go.Scatter3d(
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x=target_v[:, 0], y=target_v[:, 1], z=target_v[:, 2],
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mode="markers",
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marker=dict(size=0.6, color=target_color, opacity=1.0),
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name="Target Points",
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hoverinfo="text",
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text=[
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f"<b><span style='color:black;'>Target ID:</span></b> {i}"
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f"<br><span style='font-size:12px;'>x={x:.3f}, y={y:.3f}, z={z:.3f}</span>"
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for i, (x, y, z) in enumerate(target_v)
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],
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hoverlabel=dict(
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bgcolor="white",
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bordercolor="black",
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font=dict(color="black", size=13, family="Arial", weight="bold")
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)
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))
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fig.add_trace(go.Scatter3d(
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x=source_v[:, 0], y=source_v[:, 1], z=source_v[:, 2],
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mode="markers",
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marker=dict(size=0.6, color="limegreen", opacity=1.0),
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name="Source Points",
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hoverinfo="text",
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text=[
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f"<b><span style='color:red;'>Source ID:</span></b> {i}"
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f"<br><span style='font-size:12px;'>x={x:.3f}, y={y:.3f}, z={z:.3f}</span>"
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for i, (x, y, z) in enumerate(source_v)
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],
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hoverlabel=dict(
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bgcolor="white",
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bordercolor="limegreen",
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font=dict(color="red", size=13, family="Arial", weight="bold")
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)
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))
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else:
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if target_f is not None:
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fig.add_trace(go.Mesh3d(
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x=target_v[:, 0], y=target_v[:, 1], z=target_v[:, 2],
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i=target_f[:, 0], j=target_f[:, 1], k=target_f[:, 2],
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color="khaki", opacity=alpha_target, name="Target Mesh",
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lighting=lighting_opts, lightposition=light_pos,
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hovertemplate="<b>Target Surface</b><br>x=%{x:.3f}<br>y=%{y:.3f}<br>z=%{z:.3f}<extra></extra>",
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))
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else:
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fig.add_trace(go.Scatter3d(
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x=target_v[:, 0], y=target_v[:, 1], z=target_v[:, 2],
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mode="markers",
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marker=dict(size=0.6, color=target_color, opacity=alpha_target),
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name="Target Points"
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))
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if source_f is not None:
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fig.add_trace(go.Mesh3d(
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x=source_v[:, 0], y=source_v[:, 1], z=source_v[:, 2],
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i=source_f[:, 0], j=source_f[:, 1], k=source_f[:, 2],
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color="darkseagreen", opacity=alpha_source, name="Source Mesh",
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lighting=lighting_opts, lightposition=light_pos,
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hovertemplate="<b>Source Surface</b><br>x=%{x:.3f}<br>y=%{y:.3f}<br>z=%{z:.3f}<extra></extra>",
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))
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else:
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fig.add_trace(go.Scatter3d(
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x=source_v[:, 0], y=source_v[:, 1], z=source_v[:, 2],
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mode="markers",
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marker=dict(size=0.6, color="limegreen", opacity=alpha_source),
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name="Source Points"
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))
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fig.update_layout(
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height=600, width=600, margin=dict(l=0, r=0, t=40, b=0),
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scene=dict(aspectmode="data"), showlegend=True
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)
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return fig
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def plot_result_target_mesh(target_file, result_file):
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target_v, target_f = read_mesh(target_file)
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result_v, result_f = read_mesh(result_file)
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fig = go.Figure()
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lighting_opts = dict(ambient=0.5, diffuse=0.8, specular=0.6, roughness=0.25)
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light_pos = dict(x=100, y=200, z=50)
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target_mesh_color = "khaki"
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result_mesh_color = "lightblue"
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if target_f is not None:
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fig.add_trace(go.Mesh3d(
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x=target_v[:, 0], y=target_v[:, 1], z=target_v[:, 2],
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i=target_f[:, 0], j=target_f[:, 1], k=target_f[:, 2],
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color=target_mesh_color, opacity=1.0, name="Target Mesh",
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lighting=lighting_opts, lightposition=light_pos
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))
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else:
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fig.add_trace(go.Scatter3d(
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x=target_v[:, 0], y=target_v[:, 1], z=target_v[:, 2],
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mode="markers",
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marker=dict(size=0.6, color="crimson", opacity=1.0),
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name="Target Points (Red)"
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))
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if result_f is not None:
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fig.add_trace(go.Mesh3d(
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x=result_v[:, 0], y=result_v[:, 1], z=result_v[:, 2],
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i=result_f[:, 0], j=result_f[:, 1], k=result_f[:, 2],
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color=result_mesh_color, opacity=1.0, name="Result Mesh",
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lighting=lighting_opts, lightposition=light_pos
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))
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else:
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fig.add_trace(go.Scatter3d(
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x=result_v[:, 0], y=result_v[:, 1], z=result_v[:, 2],
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mode="markers",
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marker=dict(size=0.6, color="royalblue", opacity=1.0),
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name="Result Points (Blue)"
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))
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fig.update_layout(height=600, width=600, margin=dict(l=0, r=0, t=40, b=0),
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scene=dict(aspectmode="data"), showlegend=True)
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return fig
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# ------------------ Registration ------------------
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def register_and_visualize_with_zip(target_file, source_file, output_dir, method,
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useinit=False, fileinit=None, maxiter=100, stop=1e-5,
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iters=30, stopcoarse=1e-3, stopfine=1e-4):
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if target_file is None or source_file is None:
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raise gr.Error("Please upload both target and source point cloud files first!")
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target_path = target_file.name
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source_path = source_file.name
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os.makedirs(output_dir, exist_ok=True)
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# === Rigid ===
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if method == "Rigid":
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reg = pyregister.RigidFricpRegistration()
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FRICP_PARAS["useinit"] = bool(useinit)
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FRICP_PARAS["fileinit"] = fileinit.name if useinit and fileinit else ""
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FRICP_PARAS["maxiter"] = int(maxiter)
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FRICP_PARAS["stop"] = float(stop)
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reg.Paras_init(FRICP_PARAS["useinit"],
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FRICP_PARAS["fileinit"],
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FRICP_PARAS["maxiter"],
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FRICP_PARAS["stop"])
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output_file = "FRICP_res.ply"
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# === NonRigid ===
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else:
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reg = pyregister.NonrigidSpareRegistration()
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SPARE_PARAS["iters"] = int(iters)
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SPARE_PARAS["stopcoarse"] = float(stopcoarse)
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SPARE_PARAS["stopfine"] = float(stopfine)
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reg.Paras_init(
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SPARE_PARAS["iters"],
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SPARE_PARAS["stopcoarse"],
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SPARE_PARAS["stopfine"],
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SPARE_PARAS["use_landmark"],
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SPARE_PARAS["src"],
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SPARE_PARAS["tar"]
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)
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output_file = "spare_res.ply"
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reg.Reg(target_path, source_path, output_dir)
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result_path = os.path.join(output_dir, output_file)
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fig_result = plot_result_target_mesh(target_path, result_path)
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import zipfile
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zip_path = os.path.join(output_dir, "results.zip")
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with zipfile.ZipFile(zip_path, "w", zipfile.ZIP_DEFLATED) as zipf:
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for f in os.listdir(output_dir):
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if f.endswith(".ply"):
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zipf.write(os.path.join(output_dir, f), arcname=f)
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return fig_result, zip_path
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# ------------------ Reregister ------------------
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def reuse_last_result_as_source(target_file, output_dir):
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if target_file is None:
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raise gr.Error("Please upload the target point cloud file first!")
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if not os.path.exists(output_dir):
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raise gr.Error("Output directory does not exist!")
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result_candidates = []
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for fname in ["FRICP_res.ply", "spare_res.ply"]:
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fpath = os.path.join(output_dir, fname)
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if os.path.exists(fpath):
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result_candidates.append(fpath)
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if not result_candidates:
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raise gr.Error("No previous registration result found. Please run registration first!")
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result_candidates.sort(key=os.path.getmtime, reverse=True)
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latest_result = result_candidates[0]
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fig = plot_source_target_mesh(target_file.name, latest_result)
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return latest_result, fig
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# ------------------ Utility ------------------
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def reset_parameters():
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"""
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Reset all registration parameters (Rigid + NonRigid + Landmarks)
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and clear any manual inputs in the UI.
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This also resets the 'Use Landmarks' checkbox and hides the landmark UI group.
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"""
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# --- Reset Rigid (FRICP) parameters ---
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FRICP_PARAS.update({
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"useinit": False,
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"fileinit": "",
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"maxiter": 100,
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"stop": 1e-5
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})
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# --- Reset NonRigid (Spare) parameters ---
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SPARE_PARAS.update({
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"iters": 30,
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"stopcoarse": 1e-3,
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"stopfine": 1e-4,
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"use_landmark": False,
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"src": [],
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"tar": []
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})
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print("[reset] All parameters reset.")
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print("[reset] FRICP_PARAS:", FRICP_PARAS)
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print("[reset] SPARE_PARAS:", SPARE_PARAS)
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return (
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FRICP_PARAS["useinit"], # Checkbox
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None, # File input reset
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FRICP_PARAS["maxiter"],
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FRICP_PARAS["stop"],
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SPARE_PARAS["iters"],
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SPARE_PARAS["stopcoarse"],
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SPARE_PARAS["stopfine"],
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gr.update(value=""),
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gr.update(value=""),
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gr.update(value=False),
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gr.update(visible=False)
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)
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def clear_all():
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"""
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Full reset for all UI elements:
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- Clears uploaded files
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- Resets plots
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- Resets all parameters (Rigid + NonRigid + Landmark)
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- Resets landmark checkbox & hides group
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"""
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FRICP_PARAS.update({
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"useinit": False,
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"fileinit": "",
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"maxiter": 100,
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"stop": 1e-5
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})
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SPARE_PARAS.update({
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"iters": 30,
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"stopcoarse": 1e-3,
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"stopfine": 1e-4,
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"use_landmark": False,
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"src": [],
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"tar": []
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})
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print("[clear] All files, parameters, and landmarks cleared.")
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return (
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None, # target_input
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None, # source_input
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None, # upload_plot
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None, # result_plot
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FRICP_PARAS["useinit"], # fricp_useinit
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None, # fricp_fileinit
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FRICP_PARAS["maxiter"],
|
| 365 |
-
FRICP_PARAS["stop"],
|
| 366 |
-
SPARE_PARAS["iters"],
|
| 367 |
-
SPARE_PARAS["stopcoarse"],
|
| 368 |
-
SPARE_PARAS["stopfine"],
|
| 369 |
-
gr.update(value=""),
|
| 370 |
-
gr.update(value=""),
|
| 371 |
-
gr.update(value=False),
|
| 372 |
-
gr.update(visible=False)
|
| 373 |
-
)
|
| 374 |
-
|
| 375 |
-
|
| 376 |
-
def visualize_and_store(target_file, source_file, scatter_mode=False):
|
| 377 |
-
if target_file is None or source_file is None:
|
| 378 |
-
return None, None, None
|
| 379 |
-
target_v, _ = read_mesh(target_file.name)
|
| 380 |
-
source_v, _ = read_mesh(source_file.name)
|
| 381 |
-
fig = plot_source_target_mesh(target_file.name, source_file.name, scatter_mode=scatter_mode)
|
| 382 |
-
|
| 383 |
-
return fig, source_v, target_v
|
| 384 |
-
|
| 385 |
-
def clear_landmarks():
|
| 386 |
-
return [], [], "", ""
|
| 387 |
-
def highlight_landmarks_on_mesh(target_file, source_file, src_text, tar_text):
|
| 388 |
-
src_v, _ = read_mesh(source_file.name)
|
| 389 |
-
tar_v, _ = read_mesh(target_file.name)
|
| 390 |
-
src_ids = [int(i) for i in src_text.split(",") if i.strip().isdigit()]
|
| 391 |
-
tar_ids = [int(i) for i in tar_text.split(",") if i.strip().isdigit()]
|
| 392 |
-
|
| 393 |
-
|
| 394 |
-
fig = plot_source_target_mesh(target_file.name, source_file.name)
|
| 395 |
-
|
| 396 |
-
# === Source landmarks ===
|
| 397 |
-
if len(src_ids) > 0:
|
| 398 |
-
pts = src_v[src_ids]
|
| 399 |
-
fig.add_trace(go.Scatter3d(
|
| 400 |
-
x=pts[:, 0], y=pts[:, 1], z=pts[:, 2],
|
| 401 |
-
mode="markers+text",
|
| 402 |
-
text=[str(i) for i in src_ids],
|
| 403 |
-
textposition="top center",
|
| 404 |
-
textfont=dict(color="black", size=10, family="Arial"),
|
| 405 |
-
marker=dict(
|
| 406 |
-
size=6,
|
| 407 |
-
color="limegreen",
|
| 408 |
-
opacity=0.9,
|
| 409 |
-
line=dict(width=2, color="white"),
|
| 410 |
-
symbol="circle"
|
| 411 |
-
),
|
| 412 |
-
name="Source Landmarks",
|
| 413 |
-
hoverinfo="text",
|
| 414 |
-
hovertext=[
|
| 415 |
-
f"<b>Source ID:</b> {i}<br>x={x:.3f}, y={y:.3f}, z={z:.3f}"
|
| 416 |
-
for i, (x, y, z) in zip(src_ids, pts)
|
| 417 |
-
]
|
| 418 |
-
))
|
| 419 |
-
|
| 420 |
-
# === Target landmarks ===
|
| 421 |
-
if len(tar_ids) > 0:
|
| 422 |
-
pts = tar_v[tar_ids]
|
| 423 |
-
fig.add_trace(go.Scatter3d(
|
| 424 |
-
x=pts[:, 0], y=pts[:, 1], z=pts[:, 2],
|
| 425 |
-
mode="markers+text",
|
| 426 |
-
text=[str(i) for i in tar_ids],
|
| 427 |
-
textposition="top center",
|
| 428 |
-
textfont=dict(color="black", size=10, family="Arial"),
|
| 429 |
-
marker=dict(
|
| 430 |
-
size=6,
|
| 431 |
-
color="crimson",
|
| 432 |
-
opacity=0.9,
|
| 433 |
-
line=dict(width=2, color="white"),
|
| 434 |
-
symbol="circle"
|
| 435 |
-
),
|
| 436 |
-
name="Target Landmarks",
|
| 437 |
-
hoverinfo="text",
|
| 438 |
-
hovertext=[
|
| 439 |
-
f"<b>Target ID:</b> {i}<br>x={x:.3f}, y={y:.3f}, z={z:.3f}"
|
| 440 |
-
for i, (x, y, z) in zip(tar_ids, pts)
|
| 441 |
-
]
|
| 442 |
-
))
|
| 443 |
-
|
| 444 |
-
|
| 445 |
-
fig.update_layout(
|
| 446 |
-
scene=dict(
|
| 447 |
-
xaxis=dict(visible=False),
|
| 448 |
-
yaxis=dict(visible=False),
|
| 449 |
-
zaxis=dict(visible=False)
|
| 450 |
-
),
|
| 451 |
-
legend=dict(bgcolor="rgba(255,255,255,0.6)"),
|
| 452 |
-
margin=dict(l=0, r=0, t=40, b=0),
|
| 453 |
-
title="Landmark Highlight View"
|
| 454 |
-
)
|
| 455 |
-
|
| 456 |
-
return fig
|
| 457 |
-
|
| 458 |
-
def start_landmark_selection(target_file, source_file):
|
| 459 |
-
if target_file is None or source_file is None:
|
| 460 |
-
raise gr.Error("Please upload both Source and Target first!")
|
| 461 |
-
|
| 462 |
-
fig = plot_source_target_mesh(target_file.name, source_file.name, scatter_mode=True)
|
| 463 |
-
return fig
|
| 464 |
-
def update_landmark_ids(src_text, tar_text):
|
| 465 |
-
src_ids = [int(i) for i in src_text.split(",") if i.strip().isdigit()]
|
| 466 |
-
tar_ids = [int(i) for i in tar_text.split(",") if i.strip().isdigit()]
|
| 467 |
-
return src_ids, tar_ids, src_text, tar_text
|
| 468 |
-
|
| 469 |
-
|
| 470 |
-
def set_landmarks_to_registration(src_ids, tar_ids):
|
| 471 |
-
if not src_ids or not tar_ids:
|
| 472 |
-
raise gr.Error("Please select both Source and Target points first!")
|
| 473 |
-
if len(src_ids) != len(tar_ids):
|
| 474 |
-
raise gr.Error(f"Landmark count mismatch: Source={len(src_ids)} vs Target={len(tar_ids)}")
|
| 475 |
-
|
| 476 |
-
SPARE_PARAS["use_landmark"] = True
|
| 477 |
-
SPARE_PARAS["src"] = [int(i) for i in src_ids]
|
| 478 |
-
SPARE_PARAS["tar"] = [int(i) for i in tar_ids]
|
| 479 |
-
|
| 480 |
-
return f"β
Landmarks staged: {len(src_ids)} Source β {len(tar_ids)} Target. Will be used in NonRigid registration."
|
| 481 |
-
|
| 482 |
-
# ------------------ UI ------------------
|
| 483 |
-
BLUE_VIOLET_THEME = gr.themes.Soft(
|
| 484 |
-
primary_hue="indigo",
|
| 485 |
-
secondary_hue="violet",
|
| 486 |
-
neutral_hue="neutral"
|
| 487 |
-
)
|
| 488 |
-
|
| 489 |
-
SECONDARY_BUTTON_CSS = """
|
| 490 |
-
.gr-button-secondary {
|
| 491 |
-
background: linear-gradient(135deg, #f8c6ff, #dca4ff) !important;
|
| 492 |
-
color: #4a2560 !important;
|
| 493 |
-
border: 1px solid rgba(206, 135, 255, 0.6) !important;
|
| 494 |
-
box-shadow: 0 8px 20px rgba(206, 135, 255, 0.35);
|
| 495 |
-
}
|
| 496 |
-
|
| 497 |
-
.gr-button-secondary:hover {
|
| 498 |
-
background: linear-gradient(135deg, #f2a9ff, #c589ff) !important;
|
| 499 |
-
box-shadow: 0 12px 26px rgba(197, 137, 255, 0.45);
|
| 500 |
-
}
|
| 501 |
-
"""
|
| 502 |
-
|
| 503 |
-
with gr.Blocks(theme=BLUE_VIOLET_THEME, css=SECONDARY_BUTTON_CSS) as demo:
|
| 504 |
-
gr.Markdown(
|
| 505 |
-
"""
|
| 506 |
-
<div style="
|
| 507 |
-
padding: 28px;
|
| 508 |
-
border-radius: 22px;
|
| 509 |
-
background: linear-gradient(135deg, rgba(79, 96, 255, 0.92), rgba(157, 120, 255, 0.9));
|
| 510 |
-
color: #f8f9ff;
|
| 511 |
-
box-shadow: 0 18px 48px rgba(64, 64, 180, 0.35);
|
| 512 |
-
border: 1px solid rgba(255, 255, 255, 0.25);
|
| 513 |
-
">
|
| 514 |
-
<h1 style="margin: 0 0 0.35rem; font-size: 2rem;">π³ Point Cloud / Mesh Registration Studio π</h1>
|
| 515 |
-
<p style="margin: 0; color: rgba(250, 250, 255, 0.85);">
|
| 516 |
-
Align rigid & non-rigid scans, inspect meshes, and fine-tune landmarks with confidence.
|
| 517 |
-
</p>
|
| 518 |
-
</div>
|
| 519 |
-
"""
|
| 520 |
-
)
|
| 521 |
-
|
| 522 |
-
src_ids_state = gr.State([])
|
| 523 |
-
tar_ids_state = gr.State([])
|
| 524 |
-
src_vertices_state = gr.State(None)
|
| 525 |
-
tar_vertices_state = gr.State(None)
|
| 526 |
-
|
| 527 |
-
with gr.Row():
|
| 528 |
-
with gr.Column(scale=1):
|
| 529 |
-
|
| 530 |
-
source_input = gr.File(label="π₯ Source File", file_types=[".ply", ".obj"])
|
| 531 |
-
target_input = gr.File(label="π― Target File", file_types=[".ply", ".obj"])
|
| 532 |
-
method_dropdown = gr.Dropdown(label="π§ Registration Method",
|
| 533 |
-
choices=["Rigid", "NonRigid"], value="Rigid")
|
| 534 |
-
|
| 535 |
-
with gr.Accordion("π§± Rigid Parameters", open=False):
|
| 536 |
-
fricp_useinit = gr.Checkbox(label="β¨ Use initial transform?", value=False)
|
| 537 |
-
fricp_fileinit = gr.File(label="π Initial transform file", file_types=[".txt"])
|
| 538 |
-
fricp_maxiter = gr.Number(label="π Max iterations", value=100)
|
| 539 |
-
fricp_stop = gr.Number(label="π― Stop threshold", value=1e-5)
|
| 540 |
-
|
| 541 |
-
|
| 542 |
-
with gr.Accordion("π NonRigid Parameters", open=False):
|
| 543 |
-
spare_iters = gr.Number(label="π Iterations", value=30)
|
| 544 |
-
spare_stopcoarse = gr.Number(label="π§ Stop Coarse", value=1e-3)
|
| 545 |
-
spare_stopfine = gr.Number(label="ποΈ Stop Fine", value=1e-4)
|
| 546 |
-
|
| 547 |
-
|
| 548 |
-
use_landmark_cb = gr.Checkbox(label="π Use Landmarks", value=False)
|
| 549 |
-
|
| 550 |
-
|
| 551 |
-
with gr.Group(visible=False) as landmark_group:
|
| 552 |
-
gr.Markdown("### πΈ Landmark Point Selection")
|
| 553 |
-
selected_src = gr.Textbox(
|
| 554 |
-
label="Source IDs π",
|
| 555 |
-
placeholder="e.g. 12,45,89", interactive=True)
|
| 556 |
-
selected_tar = gr.Textbox(
|
| 557 |
-
label="Target IDs π―",
|
| 558 |
-
placeholder="e.g. 7,42,105", interactive=True)
|
| 559 |
-
|
| 560 |
-
with gr.Row():
|
| 561 |
-
start_landmark_btn = gr.Button("π― Start Landmark Selection", variant="primary")
|
| 562 |
-
highlight_btn = gr.Button("β¨ Highlight Landmarks", variant="secondary")
|
| 563 |
-
clear_landmark_btn = gr.Button("π§Ό Clear Selections", variant="secondary")
|
| 564 |
-
|
| 565 |
-
select_button = gr.Button("β
Confirm Landmarks for Registration", variant="primary")
|
| 566 |
-
|
| 567 |
-
|
| 568 |
-
output_dir = gr.Textbox(label="πΎ Output Directory", value="./output/", placeholder="./output/")
|
| 569 |
-
with gr.Row():
|
| 570 |
-
run_button = gr.Button("π Run Registration", variant="primary")
|
| 571 |
-
rerun_button = gr.Button("π Reregister (Use Last Result as Source)", variant="secondary")
|
| 572 |
-
clear_button = gr.Button("π§½ Clear Workspace", variant="primary")
|
| 573 |
-
reset_button = gr.Button("β»οΈ Reset Parameters", variant="secondary")
|
| 574 |
-
|
| 575 |
-
with gr.Row():
|
| 576 |
-
example_dropdown = gr.Dropdown(label="β¨ Load Example Data",
|
| 577 |
-
choices=["Rigid", "NonRigid"], value="Rigid")
|
| 578 |
-
example_button = gr.Button("π² Load Example", variant="primary")
|
| 579 |
-
|
| 580 |
-
example_button.click(fn=load_example,
|
| 581 |
-
inputs=[example_dropdown],
|
| 582 |
-
outputs=[source_input, target_input, method_dropdown])
|
| 583 |
-
|
| 584 |
-
with gr.Column(scale=2):
|
| 585 |
-
upload_plot = gr.Plot(label="π°οΈ Source vs Target Mesh")
|
| 586 |
-
result_plot = gr.Plot(label="π Result vs Target Mesh")
|
| 587 |
-
download_button = gr.File(label="β¬οΈ Download Result Directory",
|
| 588 |
-
file_types=[".zip"], interactive=False)
|
| 589 |
-
|
| 590 |
-
reset_button.click(
|
| 591 |
-
fn=reset_parameters,
|
| 592 |
-
inputs=None,
|
| 593 |
-
outputs=[
|
| 594 |
-
fricp_useinit, fricp_fileinit, fricp_maxiter, fricp_stop,
|
| 595 |
-
spare_iters, spare_stopcoarse, spare_stopfine,
|
| 596 |
-
selected_src, selected_tar,
|
| 597 |
-
use_landmark_cb, landmark_group
|
| 598 |
-
]
|
| 599 |
-
)
|
| 600 |
-
|
| 601 |
-
def toggle_landmark_visibility(use_landmark):
|
| 602 |
-
SPARE_PARAS["use_landmark"] = bool(use_landmark)
|
| 603 |
-
print(f"[UI] use_landmark set to {SPARE_PARAS['use_landmark']}")
|
| 604 |
-
return gr.update(visible=use_landmark)
|
| 605 |
-
|
| 606 |
-
use_landmark_cb.change(fn=toggle_landmark_visibility,
|
| 607 |
-
inputs=[use_landmark_cb],
|
| 608 |
-
outputs=[landmark_group])
|
| 609 |
-
|
| 610 |
-
clear_button.click(
|
| 611 |
-
fn=clear_all,
|
| 612 |
-
inputs=None,
|
| 613 |
-
outputs=[
|
| 614 |
-
target_input, source_input, upload_plot, result_plot,
|
| 615 |
-
fricp_useinit, fricp_fileinit, fricp_maxiter, fricp_stop,
|
| 616 |
-
spare_iters, spare_stopcoarse, spare_stopfine,
|
| 617 |
-
selected_src, selected_tar,
|
| 618 |
-
use_landmark_cb, landmark_group
|
| 619 |
-
]
|
| 620 |
-
)
|
| 621 |
-
|
| 622 |
-
|
| 623 |
-
target_input.change(fn=visualize_and_store,
|
| 624 |
-
inputs=[target_input, source_input],
|
| 625 |
-
outputs=[upload_plot, src_vertices_state, tar_vertices_state])
|
| 626 |
-
source_input.change(fn=visualize_and_store,
|
| 627 |
-
inputs=[target_input, source_input],
|
| 628 |
-
outputs=[upload_plot, src_vertices_state, tar_vertices_state])
|
| 629 |
-
|
| 630 |
-
start_landmark_btn.click(fn=start_landmark_selection,
|
| 631 |
-
inputs=[target_input, source_input],
|
| 632 |
-
outputs=[upload_plot])
|
| 633 |
-
|
| 634 |
-
highlight_btn.click(fn=highlight_landmarks_on_mesh,
|
| 635 |
-
inputs=[target_input, source_input, selected_src, selected_tar],
|
| 636 |
-
outputs=[upload_plot])
|
| 637 |
-
|
| 638 |
-
clear_landmark_btn.click(fn=clear_landmarks,
|
| 639 |
-
inputs=None,
|
| 640 |
-
outputs=[src_ids_state, tar_ids_state, selected_src, selected_tar])
|
| 641 |
-
|
| 642 |
-
select_button.click(fn=update_landmark_ids,
|
| 643 |
-
inputs=[selected_src, selected_tar],
|
| 644 |
-
outputs=[src_ids_state, tar_ids_state, selected_src, selected_tar]
|
| 645 |
-
).then(fn=set_landmarks_to_registration,
|
| 646 |
-
inputs=[src_ids_state, tar_ids_state],
|
| 647 |
-
outputs=[gr.Textbox(label="Landmark Setup Info")])
|
| 648 |
-
|
| 649 |
-
run_button.click(fn=register_and_visualize_with_zip,
|
| 650 |
-
inputs=[target_input, source_input, output_dir, method_dropdown,
|
| 651 |
-
fricp_useinit, fricp_fileinit, fricp_maxiter, fricp_stop,
|
| 652 |
-
spare_iters, spare_stopcoarse, spare_stopfine],
|
| 653 |
-
outputs=[result_plot, download_button])
|
| 654 |
-
|
| 655 |
-
rerun_button.click(fn=reuse_last_result_as_source,
|
| 656 |
-
inputs=[target_input, output_dir],
|
| 657 |
-
outputs=[source_input, upload_plot])
|
| 658 |
-
|
| 659 |
-
if __name__ == "__main__":
|
| 660 |
-
demo.launch(server_name="0.0.0.0", server_port=7860)
|
| 661 |
-
|
| 662 |
-
|
| 663 |
-
|
| 664 |
-
|
| 665 |
-
|
| 666 |
-
|
|
|
|
| 1 |
+
ο»Ώ# app.py
|
| 2 |
+
import os
|
| 3 |
+
import sys
|
| 4 |
+
import glob
|
| 5 |
+
import numpy as np
|
| 6 |
+
import trimesh
|
| 7 |
+
import plotly.graph_objs as go
|
| 8 |
+
import gradio as gr
|
| 9 |
+
from plyfile import PlyData
|
| 10 |
+
|
| 11 |
+
# ------------------ Load pyregister module ------------------
|
| 12 |
+
so_candidates = glob.glob("build/python/pyregister*.so")
|
| 13 |
+
if not so_candidates:
|
| 14 |
+
os.system("bash build.sh")
|
| 15 |
+
so_candidates = glob.glob("build/python/pyregister*.so")
|
| 16 |
+
if not so_candidates:
|
| 17 |
+
raise FileNotFoundError("pyregister build failed, no .so found in build/python")
|
| 18 |
+
sys.path.append("build/python")
|
| 19 |
+
|
| 20 |
+
import pyregister
|
| 21 |
+
|
| 22 |
+
# ------------------ Example data ------------------
|
| 23 |
+
EXAMPLES = {
|
| 24 |
+
"Rigid": {"target": "./examples/data/fricp/target.ply", "source": "./examples/data/fricp/source.ply"},
|
| 25 |
+
"NonRigid": {"target": "./examples/data/spare/target.obj", "source": "./examples/data/spare/source.obj"},
|
| 26 |
+
}
|
| 27 |
+
|
| 28 |
+
FRICP_PARAS = {
|
| 29 |
+
"useinit": False,
|
| 30 |
+
"fileinit": "",
|
| 31 |
+
"maxiter": 100,
|
| 32 |
+
"stop": 1e-5
|
| 33 |
+
}
|
| 34 |
+
|
| 35 |
+
SPARE_PARAS = {
|
| 36 |
+
"iters": 30,
|
| 37 |
+
"stopcoarse": 1e-3,
|
| 38 |
+
"stopfine": 1e-4,
|
| 39 |
+
"use_landmark": False,
|
| 40 |
+
"src": [],
|
| 41 |
+
"tar": []
|
| 42 |
+
}
|
| 43 |
+
|
| 44 |
+
def load_example(example_type):
|
| 45 |
+
target_path = EXAMPLES[example_type]["target"]
|
| 46 |
+
source_path = EXAMPLES[example_type]["source"]
|
| 47 |
+
method = example_type
|
| 48 |
+
return source_path, target_path, method
|
| 49 |
+
|
| 50 |
+
def read_mesh(file_path):
|
| 51 |
+
ext = os.path.splitext(file_path)[1].lower()
|
| 52 |
+
if ext == ".ply":
|
| 53 |
+
plydata = PlyData.read(file_path)
|
| 54 |
+
vertex = plydata["vertex"]
|
| 55 |
+
vertices = np.stack([vertex["x"], vertex["y"], vertex["z"]], axis=-1)
|
| 56 |
+
faces = None
|
| 57 |
+
if "face" in plydata and len(plydata["face"].data) > 0:
|
| 58 |
+
face_list = [f[0] for f in plydata["face"].data]
|
| 59 |
+
if len(face_list) > 0:
|
| 60 |
+
faces = np.array(face_list)
|
| 61 |
+
if faces.ndim == 1:
|
| 62 |
+
faces = faces.reshape(-1, 3)
|
| 63 |
+
return vertices, faces
|
| 64 |
+
elif ext == ".obj":
|
| 65 |
+
mesh = trimesh.load(file_path, process=False)
|
| 66 |
+
return np.asarray(mesh.vertices), (np.asarray(mesh.faces) if mesh.faces.size > 0 else None)
|
| 67 |
+
else:
|
| 68 |
+
raise ValueError(f"Unsupported file type: {ext}")
|
| 69 |
+
|
| 70 |
+
def plot_source_target_mesh(target_file, source_file, alpha_target=1.0, alpha_source=1.0, scatter_mode=False):
|
| 71 |
+
target_v, target_f = read_mesh(target_file)
|
| 72 |
+
source_v, source_f = read_mesh(source_file)
|
| 73 |
+
|
| 74 |
+
fig = go.Figure()
|
| 75 |
+
lighting_opts = dict(ambient=0.5, diffuse=0.8, specular=0.6, roughness=0.25)
|
| 76 |
+
light_pos = dict(x=100, y=200, z=50)
|
| 77 |
+
|
| 78 |
+
target_color = "crimson"
|
| 79 |
+
|
| 80 |
+
if scatter_mode:
|
| 81 |
+
|
| 82 |
+
fig.add_trace(go.Scatter3d(
|
| 83 |
+
x=target_v[:, 0], y=target_v[:, 1], z=target_v[:, 2],
|
| 84 |
+
mode="markers",
|
| 85 |
+
|
| 86 |
+
marker=dict(size=0.6, color=target_color, opacity=1.0),
|
| 87 |
+
name="Target Points",
|
| 88 |
+
hoverinfo="text",
|
| 89 |
+
text=[
|
| 90 |
+
f"<b><span style='color:black;'>Target ID:</span></b> {i}"
|
| 91 |
+
f"<br><span style='font-size:12px;'>x={x:.3f}, y={y:.3f}, z={z:.3f}</span>"
|
| 92 |
+
for i, (x, y, z) in enumerate(target_v)
|
| 93 |
+
],
|
| 94 |
+
hoverlabel=dict(
|
| 95 |
+
bgcolor="white",
|
| 96 |
+
bordercolor="black",
|
| 97 |
+
font=dict(color="black", size=13, family="Arial", weight="bold")
|
| 98 |
+
)
|
| 99 |
+
))
|
| 100 |
+
|
| 101 |
+
fig.add_trace(go.Scatter3d(
|
| 102 |
+
x=source_v[:, 0], y=source_v[:, 1], z=source_v[:, 2],
|
| 103 |
+
mode="markers",
|
| 104 |
+
|
| 105 |
+
marker=dict(size=0.6, color="limegreen", opacity=1.0),
|
| 106 |
+
name="Source Points",
|
| 107 |
+
hoverinfo="text",
|
| 108 |
+
text=[
|
| 109 |
+
f"<b><span style='color:red;'>Source ID:</span></b> {i}"
|
| 110 |
+
f"<br><span style='font-size:12px;'>x={x:.3f}, y={y:.3f}, z={z:.3f}</span>"
|
| 111 |
+
for i, (x, y, z) in enumerate(source_v)
|
| 112 |
+
],
|
| 113 |
+
hoverlabel=dict(
|
| 114 |
+
bgcolor="white",
|
| 115 |
+
bordercolor="limegreen",
|
| 116 |
+
font=dict(color="red", size=13, family="Arial", weight="bold")
|
| 117 |
+
)
|
| 118 |
+
))
|
| 119 |
+
|
| 120 |
+
else:
|
| 121 |
+
|
| 122 |
+
if target_f is not None:
|
| 123 |
+
fig.add_trace(go.Mesh3d(
|
| 124 |
+
x=target_v[:, 0], y=target_v[:, 1], z=target_v[:, 2],
|
| 125 |
+
i=target_f[:, 0], j=target_f[:, 1], k=target_f[:, 2],
|
| 126 |
+
color="khaki", opacity=alpha_target, name="Target Mesh",
|
| 127 |
+
lighting=lighting_opts, lightposition=light_pos,
|
| 128 |
+
hovertemplate="<b>Target Surface</b><br>x=%{x:.3f}<br>y=%{y:.3f}<br>z=%{z:.3f}<extra></extra>",
|
| 129 |
+
))
|
| 130 |
+
else:
|
| 131 |
+
fig.add_trace(go.Scatter3d(
|
| 132 |
+
x=target_v[:, 0], y=target_v[:, 1], z=target_v[:, 2],
|
| 133 |
+
mode="markers",
|
| 134 |
+
marker=dict(size=0.6, color=target_color, opacity=alpha_target),
|
| 135 |
+
name="Target Points"
|
| 136 |
+
))
|
| 137 |
+
|
| 138 |
+
if source_f is not None:
|
| 139 |
+
fig.add_trace(go.Mesh3d(
|
| 140 |
+
x=source_v[:, 0], y=source_v[:, 1], z=source_v[:, 2],
|
| 141 |
+
i=source_f[:, 0], j=source_f[:, 1], k=source_f[:, 2],
|
| 142 |
+
color="darkseagreen", opacity=alpha_source, name="Source Mesh",
|
| 143 |
+
lighting=lighting_opts, lightposition=light_pos,
|
| 144 |
+
hovertemplate="<b>Source Surface</b><br>x=%{x:.3f}<br>y=%{y:.3f}<br>z=%{z:.3f}<extra></extra>",
|
| 145 |
+
))
|
| 146 |
+
else:
|
| 147 |
+
fig.add_trace(go.Scatter3d(
|
| 148 |
+
x=source_v[:, 0], y=source_v[:, 1], z=source_v[:, 2],
|
| 149 |
+
mode="markers",
|
| 150 |
+
marker=dict(size=0.6, color="limegreen", opacity=alpha_source),
|
| 151 |
+
name="Source Points"
|
| 152 |
+
))
|
| 153 |
+
|
| 154 |
+
fig.update_layout(
|
| 155 |
+
height=600, width=600, margin=dict(l=0, r=0, t=40, b=0),
|
| 156 |
+
scene=dict(aspectmode="data"), showlegend=True
|
| 157 |
+
)
|
| 158 |
+
return fig
|
| 159 |
+
|
| 160 |
+
|
| 161 |
+
|
| 162 |
+
def plot_result_target_mesh(target_file, result_file):
|
| 163 |
+
target_v, target_f = read_mesh(target_file)
|
| 164 |
+
result_v, result_f = read_mesh(result_file)
|
| 165 |
+
|
| 166 |
+
fig = go.Figure()
|
| 167 |
+
lighting_opts = dict(ambient=0.5, diffuse=0.8, specular=0.6, roughness=0.25)
|
| 168 |
+
light_pos = dict(x=100, y=200, z=50)
|
| 169 |
+
|
| 170 |
+
target_mesh_color = "khaki"
|
| 171 |
+
result_mesh_color = "lightblue"
|
| 172 |
+
|
| 173 |
+
if target_f is not None:
|
| 174 |
+
fig.add_trace(go.Mesh3d(
|
| 175 |
+
x=target_v[:, 0], y=target_v[:, 1], z=target_v[:, 2],
|
| 176 |
+
i=target_f[:, 0], j=target_f[:, 1], k=target_f[:, 2],
|
| 177 |
+
color=target_mesh_color, opacity=1.0, name="Target Mesh",
|
| 178 |
+
lighting=lighting_opts, lightposition=light_pos
|
| 179 |
+
))
|
| 180 |
+
else:
|
| 181 |
+
fig.add_trace(go.Scatter3d(
|
| 182 |
+
x=target_v[:, 0], y=target_v[:, 1], z=target_v[:, 2],
|
| 183 |
+
mode="markers",
|
| 184 |
+
marker=dict(size=0.6, color="crimson", opacity=1.0),
|
| 185 |
+
name="Target Points (Red)"
|
| 186 |
+
))
|
| 187 |
+
|
| 188 |
+
if result_f is not None:
|
| 189 |
+
fig.add_trace(go.Mesh3d(
|
| 190 |
+
x=result_v[:, 0], y=result_v[:, 1], z=result_v[:, 2],
|
| 191 |
+
i=result_f[:, 0], j=result_f[:, 1], k=result_f[:, 2],
|
| 192 |
+
color=result_mesh_color, opacity=1.0, name="Result Mesh",
|
| 193 |
+
lighting=lighting_opts, lightposition=light_pos
|
| 194 |
+
))
|
| 195 |
+
else:
|
| 196 |
+
fig.add_trace(go.Scatter3d(
|
| 197 |
+
x=result_v[:, 0], y=result_v[:, 1], z=result_v[:, 2],
|
| 198 |
+
mode="markers",
|
| 199 |
+
marker=dict(size=0.6, color="royalblue", opacity=1.0),
|
| 200 |
+
name="Result Points (Blue)"
|
| 201 |
+
))
|
| 202 |
+
|
| 203 |
+
fig.update_layout(height=600, width=600, margin=dict(l=0, r=0, t=40, b=0),
|
| 204 |
+
scene=dict(aspectmode="data"), showlegend=True)
|
| 205 |
+
return fig
|
| 206 |
+
|
| 207 |
+
# ------------------ Registration ------------------
|
| 208 |
+
def register_and_visualize_with_zip(target_file, source_file, output_dir, method,
|
| 209 |
+
useinit=False, fileinit=None, maxiter=100, stop=1e-5,
|
| 210 |
+
iters=30, stopcoarse=1e-3, stopfine=1e-4):
|
| 211 |
+
if target_file is None or source_file is None:
|
| 212 |
+
raise gr.Error("Please upload both target and source point cloud files first!")
|
| 213 |
+
|
| 214 |
+
target_path = target_file.name
|
| 215 |
+
source_path = source_file.name
|
| 216 |
+
os.makedirs(output_dir, exist_ok=True)
|
| 217 |
+
|
| 218 |
+
# === Rigid ===
|
| 219 |
+
if method == "Rigid":
|
| 220 |
+
reg = pyregister.RigidFricpRegistration()
|
| 221 |
+
FRICP_PARAS["useinit"] = bool(useinit)
|
| 222 |
+
FRICP_PARAS["fileinit"] = fileinit.name if useinit and fileinit else ""
|
| 223 |
+
FRICP_PARAS["maxiter"] = int(maxiter)
|
| 224 |
+
FRICP_PARAS["stop"] = float(stop)
|
| 225 |
+
|
| 226 |
+
reg.Paras_init(FRICP_PARAS["useinit"],
|
| 227 |
+
FRICP_PARAS["fileinit"],
|
| 228 |
+
FRICP_PARAS["maxiter"],
|
| 229 |
+
FRICP_PARAS["stop"])
|
| 230 |
+
output_file = "FRICP_res.ply"
|
| 231 |
+
|
| 232 |
+
# === NonRigid ===
|
| 233 |
+
else:
|
| 234 |
+
reg = pyregister.NonrigidSpareRegistration()
|
| 235 |
+
SPARE_PARAS["iters"] = int(iters)
|
| 236 |
+
SPARE_PARAS["stopcoarse"] = float(stopcoarse)
|
| 237 |
+
SPARE_PARAS["stopfine"] = float(stopfine)
|
| 238 |
+
|
| 239 |
+
reg.Paras_init(
|
| 240 |
+
SPARE_PARAS["iters"],
|
| 241 |
+
SPARE_PARAS["stopcoarse"],
|
| 242 |
+
SPARE_PARAS["stopfine"],
|
| 243 |
+
SPARE_PARAS["use_landmark"],
|
| 244 |
+
SPARE_PARAS["src"],
|
| 245 |
+
SPARE_PARAS["tar"]
|
| 246 |
+
)
|
| 247 |
+
output_file = "spare_res.ply"
|
| 248 |
+
|
| 249 |
+
|
| 250 |
+
reg.Reg(target_path, source_path, output_dir)
|
| 251 |
+
|
| 252 |
+
result_path = os.path.join(output_dir, output_file)
|
| 253 |
+
fig_result = plot_result_target_mesh(target_path, result_path)
|
| 254 |
+
|
| 255 |
+
import zipfile
|
| 256 |
+
zip_path = os.path.join(output_dir, "results.zip")
|
| 257 |
+
with zipfile.ZipFile(zip_path, "w", zipfile.ZIP_DEFLATED) as zipf:
|
| 258 |
+
for f in os.listdir(output_dir):
|
| 259 |
+
if f.endswith(".ply"):
|
| 260 |
+
zipf.write(os.path.join(output_dir, f), arcname=f)
|
| 261 |
+
|
| 262 |
+
return fig_result, zip_path
|
| 263 |
+
|
| 264 |
+
|
| 265 |
+
# ------------------ Reregister ------------------
|
| 266 |
+
def reuse_last_result_as_source(target_file, output_dir):
|
| 267 |
+
if target_file is None:
|
| 268 |
+
raise gr.Error("Please upload the target point cloud file first!")
|
| 269 |
+
if not os.path.exists(output_dir):
|
| 270 |
+
raise gr.Error("Output directory does not exist!")
|
| 271 |
+
|
| 272 |
+
result_candidates = []
|
| 273 |
+
for fname in ["FRICP_res.ply", "spare_res.ply"]:
|
| 274 |
+
fpath = os.path.join(output_dir, fname)
|
| 275 |
+
if os.path.exists(fpath):
|
| 276 |
+
result_candidates.append(fpath)
|
| 277 |
+
if not result_candidates:
|
| 278 |
+
raise gr.Error("No previous registration result found. Please run registration first!")
|
| 279 |
+
|
| 280 |
+
result_candidates.sort(key=os.path.getmtime, reverse=True)
|
| 281 |
+
latest_result = result_candidates[0]
|
| 282 |
+
|
| 283 |
+
fig = plot_source_target_mesh(target_file.name, latest_result)
|
| 284 |
+
return latest_result, fig
|
| 285 |
+
|
| 286 |
+
# ------------------ Utility ------------------
|
| 287 |
+
def reset_parameters():
|
| 288 |
+
"""
|
| 289 |
+
Reset all registration parameters (Rigid + NonRigid + Landmarks)
|
| 290 |
+
and clear any manual inputs in the UI.
|
| 291 |
+
This also resets the 'Use Landmarks' checkbox and hides the landmark UI group.
|
| 292 |
+
"""
|
| 293 |
+
|
| 294 |
+
# --- Reset Rigid (FRICP) parameters ---
|
| 295 |
+
FRICP_PARAS.update({
|
| 296 |
+
"useinit": False,
|
| 297 |
+
"fileinit": "",
|
| 298 |
+
"maxiter": 100,
|
| 299 |
+
"stop": 1e-5
|
| 300 |
+
})
|
| 301 |
+
|
| 302 |
+
# --- Reset NonRigid (Spare) parameters ---
|
| 303 |
+
SPARE_PARAS.update({
|
| 304 |
+
"iters": 30,
|
| 305 |
+
"stopcoarse": 1e-3,
|
| 306 |
+
"stopfine": 1e-4,
|
| 307 |
+
"use_landmark": False,
|
| 308 |
+
"src": [],
|
| 309 |
+
"tar": []
|
| 310 |
+
})
|
| 311 |
+
|
| 312 |
+
print("[reset] All parameters reset.")
|
| 313 |
+
print("[reset] FRICP_PARAS:", FRICP_PARAS)
|
| 314 |
+
print("[reset] SPARE_PARAS:", SPARE_PARAS)
|
| 315 |
+
|
| 316 |
+
|
| 317 |
+
return (
|
| 318 |
+
FRICP_PARAS["useinit"], # Checkbox
|
| 319 |
+
None, # File input reset
|
| 320 |
+
FRICP_PARAS["maxiter"],
|
| 321 |
+
FRICP_PARAS["stop"],
|
| 322 |
+
SPARE_PARAS["iters"],
|
| 323 |
+
SPARE_PARAS["stopcoarse"],
|
| 324 |
+
SPARE_PARAS["stopfine"],
|
| 325 |
+
gr.update(value=""),
|
| 326 |
+
gr.update(value=""),
|
| 327 |
+
gr.update(value=False),
|
| 328 |
+
gr.update(visible=False)
|
| 329 |
+
)
|
| 330 |
+
|
| 331 |
+
|
| 332 |
+
def clear_all():
|
| 333 |
+
"""
|
| 334 |
+
Full reset for all UI elements:
|
| 335 |
+
- Clears uploaded files
|
| 336 |
+
- Resets plots
|
| 337 |
+
- Resets all parameters (Rigid + NonRigid + Landmark)
|
| 338 |
+
- Resets landmark checkbox & hides group
|
| 339 |
+
"""
|
| 340 |
+
|
| 341 |
+
FRICP_PARAS.update({
|
| 342 |
+
"useinit": False,
|
| 343 |
+
"fileinit": "",
|
| 344 |
+
"maxiter": 100,
|
| 345 |
+
"stop": 1e-5
|
| 346 |
+
})
|
| 347 |
+
SPARE_PARAS.update({
|
| 348 |
+
"iters": 30,
|
| 349 |
+
"stopcoarse": 1e-3,
|
| 350 |
+
"stopfine": 1e-4,
|
| 351 |
+
"use_landmark": False,
|
| 352 |
+
"src": [],
|
| 353 |
+
"tar": []
|
| 354 |
+
})
|
| 355 |
+
|
| 356 |
+
print("[clear] All files, parameters, and landmarks cleared.")
|
| 357 |
+
return (
|
| 358 |
+
None, # target_input
|
| 359 |
+
None, # source_input
|
| 360 |
+
None, # upload_plot
|
| 361 |
+
None, # result_plot
|
| 362 |
+
FRICP_PARAS["useinit"], # fricp_useinit
|
| 363 |
+
None, # fricp_fileinit
|
| 364 |
+
FRICP_PARAS["maxiter"],
|
| 365 |
+
FRICP_PARAS["stop"],
|
| 366 |
+
SPARE_PARAS["iters"],
|
| 367 |
+
SPARE_PARAS["stopcoarse"],
|
| 368 |
+
SPARE_PARAS["stopfine"],
|
| 369 |
+
gr.update(value=""),
|
| 370 |
+
gr.update(value=""),
|
| 371 |
+
gr.update(value=False),
|
| 372 |
+
gr.update(visible=False)
|
| 373 |
+
)
|
| 374 |
+
|
| 375 |
+
|
| 376 |
+
def visualize_and_store(target_file, source_file, scatter_mode=False):
|
| 377 |
+
if target_file is None or source_file is None:
|
| 378 |
+
return None, None, None
|
| 379 |
+
target_v, _ = read_mesh(target_file.name)
|
| 380 |
+
source_v, _ = read_mesh(source_file.name)
|
| 381 |
+
fig = plot_source_target_mesh(target_file.name, source_file.name, scatter_mode=scatter_mode)
|
| 382 |
+
|
| 383 |
+
return fig, source_v, target_v
|
| 384 |
+
|
| 385 |
+
def clear_landmarks():
|
| 386 |
+
return [], [], "", ""
|
| 387 |
+
def highlight_landmarks_on_mesh(target_file, source_file, src_text, tar_text):
|
| 388 |
+
src_v, _ = read_mesh(source_file.name)
|
| 389 |
+
tar_v, _ = read_mesh(target_file.name)
|
| 390 |
+
src_ids = [int(i) for i in src_text.split(",") if i.strip().isdigit()]
|
| 391 |
+
tar_ids = [int(i) for i in tar_text.split(",") if i.strip().isdigit()]
|
| 392 |
+
|
| 393 |
+
|
| 394 |
+
fig = plot_source_target_mesh(target_file.name, source_file.name)
|
| 395 |
+
|
| 396 |
+
# === Source landmarks ===
|
| 397 |
+
if len(src_ids) > 0:
|
| 398 |
+
pts = src_v[src_ids]
|
| 399 |
+
fig.add_trace(go.Scatter3d(
|
| 400 |
+
x=pts[:, 0], y=pts[:, 1], z=pts[:, 2],
|
| 401 |
+
mode="markers+text",
|
| 402 |
+
text=[str(i) for i in src_ids],
|
| 403 |
+
textposition="top center",
|
| 404 |
+
textfont=dict(color="black", size=10, family="Arial"),
|
| 405 |
+
marker=dict(
|
| 406 |
+
size=6,
|
| 407 |
+
color="limegreen",
|
| 408 |
+
opacity=0.9,
|
| 409 |
+
line=dict(width=2, color="white"),
|
| 410 |
+
symbol="circle"
|
| 411 |
+
),
|
| 412 |
+
name="Source Landmarks",
|
| 413 |
+
hoverinfo="text",
|
| 414 |
+
hovertext=[
|
| 415 |
+
f"<b>Source ID:</b> {i}<br>x={x:.3f}, y={y:.3f}, z={z:.3f}"
|
| 416 |
+
for i, (x, y, z) in zip(src_ids, pts)
|
| 417 |
+
]
|
| 418 |
+
))
|
| 419 |
+
|
| 420 |
+
# === Target landmarks ===
|
| 421 |
+
if len(tar_ids) > 0:
|
| 422 |
+
pts = tar_v[tar_ids]
|
| 423 |
+
fig.add_trace(go.Scatter3d(
|
| 424 |
+
x=pts[:, 0], y=pts[:, 1], z=pts[:, 2],
|
| 425 |
+
mode="markers+text",
|
| 426 |
+
text=[str(i) for i in tar_ids],
|
| 427 |
+
textposition="top center",
|
| 428 |
+
textfont=dict(color="black", size=10, family="Arial"),
|
| 429 |
+
marker=dict(
|
| 430 |
+
size=6,
|
| 431 |
+
color="crimson",
|
| 432 |
+
opacity=0.9,
|
| 433 |
+
line=dict(width=2, color="white"),
|
| 434 |
+
symbol="circle"
|
| 435 |
+
),
|
| 436 |
+
name="Target Landmarks",
|
| 437 |
+
hoverinfo="text",
|
| 438 |
+
hovertext=[
|
| 439 |
+
f"<b>Target ID:</b> {i}<br>x={x:.3f}, y={y:.3f}, z={z:.3f}"
|
| 440 |
+
for i, (x, y, z) in zip(tar_ids, pts)
|
| 441 |
+
]
|
| 442 |
+
))
|
| 443 |
+
|
| 444 |
+
|
| 445 |
+
fig.update_layout(
|
| 446 |
+
scene=dict(
|
| 447 |
+
xaxis=dict(visible=False),
|
| 448 |
+
yaxis=dict(visible=False),
|
| 449 |
+
zaxis=dict(visible=False)
|
| 450 |
+
),
|
| 451 |
+
legend=dict(bgcolor="rgba(255,255,255,0.6)"),
|
| 452 |
+
margin=dict(l=0, r=0, t=40, b=0),
|
| 453 |
+
title="Landmark Highlight View"
|
| 454 |
+
)
|
| 455 |
+
|
| 456 |
+
return fig
|
| 457 |
+
|
| 458 |
+
def start_landmark_selection(target_file, source_file):
|
| 459 |
+
if target_file is None or source_file is None:
|
| 460 |
+
raise gr.Error("Please upload both Source and Target first!")
|
| 461 |
+
|
| 462 |
+
fig = plot_source_target_mesh(target_file.name, source_file.name, scatter_mode=True)
|
| 463 |
+
return fig
|
| 464 |
+
def update_landmark_ids(src_text, tar_text):
|
| 465 |
+
src_ids = [int(i) for i in src_text.split(",") if i.strip().isdigit()]
|
| 466 |
+
tar_ids = [int(i) for i in tar_text.split(",") if i.strip().isdigit()]
|
| 467 |
+
return src_ids, tar_ids, src_text, tar_text
|
| 468 |
+
|
| 469 |
+
|
| 470 |
+
def set_landmarks_to_registration(src_ids, tar_ids):
|
| 471 |
+
if not src_ids or not tar_ids:
|
| 472 |
+
raise gr.Error("Please select both Source and Target points first!")
|
| 473 |
+
if len(src_ids) != len(tar_ids):
|
| 474 |
+
raise gr.Error(f"Landmark count mismatch: Source={len(src_ids)} vs Target={len(tar_ids)}")
|
| 475 |
+
|
| 476 |
+
SPARE_PARAS["use_landmark"] = True
|
| 477 |
+
SPARE_PARAS["src"] = [int(i) for i in src_ids]
|
| 478 |
+
SPARE_PARAS["tar"] = [int(i) for i in tar_ids]
|
| 479 |
+
|
| 480 |
+
return f"β
Landmarks staged: {len(src_ids)} Source β {len(tar_ids)} Target. Will be used in NonRigid registration."
|
| 481 |
+
|
| 482 |
+
# ------------------ UI ------------------
|
| 483 |
+
BLUE_VIOLET_THEME = gr.themes.Soft(
|
| 484 |
+
primary_hue="indigo",
|
| 485 |
+
secondary_hue="violet",
|
| 486 |
+
neutral_hue="neutral"
|
| 487 |
+
)
|
| 488 |
+
|
| 489 |
+
SECONDARY_BUTTON_CSS = """
|
| 490 |
+
.gr-button-secondary {
|
| 491 |
+
background: linear-gradient(135deg, #f8c6ff, #dca4ff) !important;
|
| 492 |
+
color: #4a2560 !important;
|
| 493 |
+
border: 1px solid rgba(206, 135, 255, 0.6) !important;
|
| 494 |
+
box-shadow: 0 8px 20px rgba(206, 135, 255, 0.35);
|
| 495 |
+
}
|
| 496 |
+
|
| 497 |
+
.gr-button-secondary:hover {
|
| 498 |
+
background: linear-gradient(135deg, #f2a9ff, #c589ff) !important;
|
| 499 |
+
box-shadow: 0 12px 26px rgba(197, 137, 255, 0.45);
|
| 500 |
+
}
|
| 501 |
+
"""
|
| 502 |
+
|
| 503 |
+
with gr.Blocks(theme=BLUE_VIOLET_THEME, css=SECONDARY_BUTTON_CSS) as demo:
|
| 504 |
+
gr.Markdown(
|
| 505 |
+
"""
|
| 506 |
+
<div style="
|
| 507 |
+
padding: 28px;
|
| 508 |
+
border-radius: 22px;
|
| 509 |
+
background: linear-gradient(135deg, rgba(79, 96, 255, 0.92), rgba(157, 120, 255, 0.9));
|
| 510 |
+
color: #f8f9ff;
|
| 511 |
+
box-shadow: 0 18px 48px rgba(64, 64, 180, 0.35);
|
| 512 |
+
border: 1px solid rgba(255, 255, 255, 0.25);
|
| 513 |
+
">
|
| 514 |
+
<h1 style="margin: 0 0 0.35rem; font-size: 2rem;">π³ Point Cloud / Mesh Registration Studio π</h1>
|
| 515 |
+
<p style="margin: 0; color: rgba(250, 250, 255, 0.85);">
|
| 516 |
+
Align rigid & non-rigid scans, inspect meshes, and fine-tune landmarks with confidence.
|
| 517 |
+
</p>
|
| 518 |
+
</div>
|
| 519 |
+
"""
|
| 520 |
+
)
|
| 521 |
+
|
| 522 |
+
src_ids_state = gr.State([])
|
| 523 |
+
tar_ids_state = gr.State([])
|
| 524 |
+
src_vertices_state = gr.State(None)
|
| 525 |
+
tar_vertices_state = gr.State(None)
|
| 526 |
+
|
| 527 |
+
with gr.Row():
|
| 528 |
+
with gr.Column(scale=1):
|
| 529 |
+
|
| 530 |
+
source_input = gr.File(label="π₯ Source File", file_types=[".ply", ".obj"])
|
| 531 |
+
target_input = gr.File(label="π― Target File", file_types=[".ply", ".obj"])
|
| 532 |
+
method_dropdown = gr.Dropdown(label="π§ Registration Method",
|
| 533 |
+
choices=["Rigid", "NonRigid"], value="Rigid")
|
| 534 |
+
|
| 535 |
+
with gr.Accordion("π§± Rigid Parameters", open=False):
|
| 536 |
+
fricp_useinit = gr.Checkbox(label="β¨ Use initial transform?", value=False)
|
| 537 |
+
fricp_fileinit = gr.File(label="π Initial transform file", file_types=[".txt"])
|
| 538 |
+
fricp_maxiter = gr.Number(label="π Max iterations", value=100)
|
| 539 |
+
fricp_stop = gr.Number(label="π― Stop threshold", value=1e-5)
|
| 540 |
+
|
| 541 |
+
|
| 542 |
+
with gr.Accordion("π NonRigid Parameters", open=False):
|
| 543 |
+
spare_iters = gr.Number(label="π Iterations", value=30)
|
| 544 |
+
spare_stopcoarse = gr.Number(label="π§ Stop Coarse", value=1e-3)
|
| 545 |
+
spare_stopfine = gr.Number(label="ποΈ Stop Fine", value=1e-4)
|
| 546 |
+
|
| 547 |
+
|
| 548 |
+
use_landmark_cb = gr.Checkbox(label="π Use Landmarks", value=False)
|
| 549 |
+
|
| 550 |
+
|
| 551 |
+
with gr.Group(visible=False) as landmark_group:
|
| 552 |
+
gr.Markdown("### πΈ Landmark Point Selection")
|
| 553 |
+
selected_src = gr.Textbox(
|
| 554 |
+
label="Source IDs π",
|
| 555 |
+
placeholder="e.g. 12,45,89", interactive=True)
|
| 556 |
+
selected_tar = gr.Textbox(
|
| 557 |
+
label="Target IDs π―",
|
| 558 |
+
placeholder="e.g. 7,42,105", interactive=True)
|
| 559 |
+
|
| 560 |
+
with gr.Row():
|
| 561 |
+
start_landmark_btn = gr.Button("π― Start Landmark Selection", variant="primary")
|
| 562 |
+
highlight_btn = gr.Button("β¨ Highlight Landmarks", variant="secondary")
|
| 563 |
+
clear_landmark_btn = gr.Button("π§Ό Clear Selections", variant="secondary")
|
| 564 |
+
|
| 565 |
+
select_button = gr.Button("β
Confirm Landmarks for Registration", variant="primary")
|
| 566 |
+
|
| 567 |
+
|
| 568 |
+
output_dir = gr.Textbox(label="πΎ Output Directory", value="./output/", placeholder="./output/")
|
| 569 |
+
with gr.Row():
|
| 570 |
+
run_button = gr.Button("π Run Registration", variant="primary")
|
| 571 |
+
rerun_button = gr.Button("π Reregister (Use Last Result as Source)", variant="secondary")
|
| 572 |
+
clear_button = gr.Button("π§½ Clear Workspace", variant="primary")
|
| 573 |
+
reset_button = gr.Button("β»οΈ Reset Parameters", variant="secondary")
|
| 574 |
+
|
| 575 |
+
with gr.Row():
|
| 576 |
+
example_dropdown = gr.Dropdown(label="β¨ Load Example Data",
|
| 577 |
+
choices=["Rigid", "NonRigid"], value="Rigid")
|
| 578 |
+
example_button = gr.Button("π² Load Example", variant="primary")
|
| 579 |
+
|
| 580 |
+
example_button.click(fn=load_example,
|
| 581 |
+
inputs=[example_dropdown],
|
| 582 |
+
outputs=[source_input, target_input, method_dropdown])
|
| 583 |
+
|
| 584 |
+
with gr.Column(scale=2):
|
| 585 |
+
upload_plot = gr.Plot(label="π°οΈ Source vs Target Mesh")
|
| 586 |
+
result_plot = gr.Plot(label="π Result vs Target Mesh")
|
| 587 |
+
download_button = gr.File(label="β¬οΈ Download Result Directory",
|
| 588 |
+
file_types=[".zip"], interactive=False)
|
| 589 |
+
|
| 590 |
+
reset_button.click(
|
| 591 |
+
fn=reset_parameters,
|
| 592 |
+
inputs=None,
|
| 593 |
+
outputs=[
|
| 594 |
+
fricp_useinit, fricp_fileinit, fricp_maxiter, fricp_stop,
|
| 595 |
+
spare_iters, spare_stopcoarse, spare_stopfine,
|
| 596 |
+
selected_src, selected_tar,
|
| 597 |
+
use_landmark_cb, landmark_group
|
| 598 |
+
]
|
| 599 |
+
)
|
| 600 |
+
|
| 601 |
+
def toggle_landmark_visibility(use_landmark):
|
| 602 |
+
SPARE_PARAS["use_landmark"] = bool(use_landmark)
|
| 603 |
+
print(f"[UI] use_landmark set to {SPARE_PARAS['use_landmark']}")
|
| 604 |
+
return gr.update(visible=use_landmark)
|
| 605 |
+
|
| 606 |
+
use_landmark_cb.change(fn=toggle_landmark_visibility,
|
| 607 |
+
inputs=[use_landmark_cb],
|
| 608 |
+
outputs=[landmark_group])
|
| 609 |
+
|
| 610 |
+
clear_button.click(
|
| 611 |
+
fn=clear_all,
|
| 612 |
+
inputs=None,
|
| 613 |
+
outputs=[
|
| 614 |
+
target_input, source_input, upload_plot, result_plot,
|
| 615 |
+
fricp_useinit, fricp_fileinit, fricp_maxiter, fricp_stop,
|
| 616 |
+
spare_iters, spare_stopcoarse, spare_stopfine,
|
| 617 |
+
selected_src, selected_tar,
|
| 618 |
+
use_landmark_cb, landmark_group
|
| 619 |
+
]
|
| 620 |
+
)
|
| 621 |
+
|
| 622 |
+
|
| 623 |
+
target_input.change(fn=visualize_and_store,
|
| 624 |
+
inputs=[target_input, source_input],
|
| 625 |
+
outputs=[upload_plot, src_vertices_state, tar_vertices_state])
|
| 626 |
+
source_input.change(fn=visualize_and_store,
|
| 627 |
+
inputs=[target_input, source_input],
|
| 628 |
+
outputs=[upload_plot, src_vertices_state, tar_vertices_state])
|
| 629 |
+
|
| 630 |
+
start_landmark_btn.click(fn=start_landmark_selection,
|
| 631 |
+
inputs=[target_input, source_input],
|
| 632 |
+
outputs=[upload_plot])
|
| 633 |
+
|
| 634 |
+
highlight_btn.click(fn=highlight_landmarks_on_mesh,
|
| 635 |
+
inputs=[target_input, source_input, selected_src, selected_tar],
|
| 636 |
+
outputs=[upload_plot])
|
| 637 |
+
|
| 638 |
+
clear_landmark_btn.click(fn=clear_landmarks,
|
| 639 |
+
inputs=None,
|
| 640 |
+
outputs=[src_ids_state, tar_ids_state, selected_src, selected_tar])
|
| 641 |
+
|
| 642 |
+
select_button.click(fn=update_landmark_ids,
|
| 643 |
+
inputs=[selected_src, selected_tar],
|
| 644 |
+
outputs=[src_ids_state, tar_ids_state, selected_src, selected_tar]
|
| 645 |
+
).then(fn=set_landmarks_to_registration,
|
| 646 |
+
inputs=[src_ids_state, tar_ids_state],
|
| 647 |
+
outputs=[gr.Textbox(label="Landmark Setup Info")])
|
| 648 |
+
|
| 649 |
+
run_button.click(fn=register_and_visualize_with_zip,
|
| 650 |
+
inputs=[target_input, source_input, output_dir, method_dropdown,
|
| 651 |
+
fricp_useinit, fricp_fileinit, fricp_maxiter, fricp_stop,
|
| 652 |
+
spare_iters, spare_stopcoarse, spare_stopfine],
|
| 653 |
+
outputs=[result_plot, download_button])
|
| 654 |
+
|
| 655 |
+
rerun_button.click(fn=reuse_last_result_as_source,
|
| 656 |
+
inputs=[target_input, output_dir],
|
| 657 |
+
outputs=[source_input, upload_plot])
|
| 658 |
+
|
| 659 |
+
if __name__ == "__main__":
|
| 660 |
+
demo.launch(server_name="0.0.0.0", server_port=7860)
|
| 661 |
+
|
| 662 |
+
|
| 663 |
+
|
| 664 |
+
|
| 665 |
+
|
| 666 |
+
|