cbct / toothcanal /visualize.py
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"""Combine per-tooth STL meshes for each case into colored 3D scenes for the
dentist to inspect, and render hero PNGs.
Produces in outputs/viz/ per case:
<case>_pred.glb predicted teeth (semi-transparent) + canals (red)
<case>_gt.glb ground-truth teeth + canals (if export_gt was run)
<case>_compare.glb GT placed beside prediction (offset on X) for side-by-side
<case>_pred.png render of pred
<case>_compare.png render of GT vs pred side-by-side
<case>_canals_only.glb ONLY the canals (so nesting is unobstructed)
"""
import os, glob, argparse
import numpy as np
from .utils import load_config, ensure_dir
from .splits import make_split
TOOTH_RGBA = [220, 220, 210, 110] # enamel, very transparent so canals show through
CANAL_RGBA = [210, 35, 35, 255] # solid red
GT_TOOTH = [180, 180, 180, 100] # GT slightly greyer
GT_CANAL = [120, 35, 130, 255] # GT canals in purple to distinguish
def _load_set(mesh_dir, case, kind):
"""kind='pred' loads <case>_t??_tooth.stl ; kind='gt' adds _GT suffix."""
import trimesh
suffix = "_GT" if kind == "gt" else ""
teeth, canals = [], []
for p in sorted(glob.glob(os.path.join(mesh_dir, f"{case}_*_tooth{suffix}.stl"))):
try:
teeth.append(trimesh.load(p, process=False))
except Exception:
pass
for p in sorted(glob.glob(os.path.join(mesh_dir, f"{case}_*_canal{suffix}.stl"))):
try:
canals.append(trimesh.load(p, process=False))
except Exception:
pass
return teeth, canals
def _make_scene(teeth, canals, tooth_rgba=TOOTH_RGBA, canal_rgba=CANAL_RGBA):
import trimesh
s = trimesh.Scene()
for m in teeth:
m.visual.face_colors = tooth_rgba; s.add_geometry(m)
for m in canals:
m.visual.face_colors = canal_rgba; s.add_geometry(m)
return s
def _render(scene, out_png, title=None):
"""Prefer pyrender (offscreen), fall back to matplotlib."""
try:
png = scene.save_image(resolution=(1280, 960), visible=False)
if png:
with open(out_png, "wb") as f: f.write(png)
return True
except Exception:
pass
try:
import matplotlib; matplotlib.use("Agg")
import matplotlib.pyplot as plt
from mpl_toolkits.mplot3d.art3d import Poly3DCollection
fig = plt.figure(figsize=(10, 7)); ax = fig.add_subplot(111, projection="3d")
allv = []
for name, g in scene.geometry.items():
col = np.array(g.visual.face_colors[0][:3]) / 255.0
alpha = float(g.visual.face_colors[0][3]) / 255.0
tris = g.vertices[g.faces]
ax.add_collection3d(Poly3DCollection(tris, facecolor=col, alpha=alpha, linewidths=0))
allv.append(g.vertices)
if not allv: plt.close(fig); return False
V = np.vstack(allv)
ax.set_xlim(V[:,0].min(), V[:,0].max())
ax.set_ylim(V[:,1].min(), V[:,1].max())
ax.set_zlim(V[:,2].min(), V[:,2].max())
ax.set_axis_off(); ax.view_init(elev=15, azim=-70)
if title: fig.suptitle(title, fontsize=13)
fig.savefig(out_png, dpi=130, bbox_inches="tight"); plt.close(fig)
return True
except Exception as e:
print(f"[viz] render failed: {e}")
return False
def visualize_case(cfg, case):
mesh_dir = os.path.join(cfg["paths"]["out_dir"], "meshes")
gt_dir = os.path.join(cfg["paths"]["out_dir"], "gt_meshes")
viz_dir = ensure_dir(os.path.join(cfg["paths"]["out_dir"], "viz"))
pred_t, pred_c = _load_set(mesh_dir, case, "pred")
has_gt = os.path.isdir(gt_dir)
gt_t, gt_c = _load_set(gt_dir, case, "gt") if has_gt else ([], [])
if not pred_t:
print(f"[viz] {case}: no predicted meshes found in {mesh_dir}")
return False
# 1) prediction scene
s_pred = _make_scene(pred_t, pred_c)
s_pred.export(os.path.join(viz_dir, f"{case}_pred.glb"))
_render(s_pred, os.path.join(viz_dir, f"{case}_pred.png"),
title=f"{case} - predicted (teeth gray, canals red)")
# 2) canals only
if pred_c:
s_canals = _make_scene([], pred_c)
s_canals.export(os.path.join(viz_dir, f"{case}_canals_only.glb"))
# 3) GT scene + side-by-side if we have GT meshes
if gt_t:
s_gt = _make_scene(gt_t, gt_c, GT_TOOTH, GT_CANAL)
s_gt.export(os.path.join(viz_dir, f"{case}_gt.glb"))
# side-by-side: shift the GT copy along X by the bounding-box width + gap
import trimesh
all_pred = np.vstack([m.vertices for m in pred_t + pred_c]) if (pred_t or pred_c) else np.zeros((1,3))
width = float(all_pred[:,0].max() - all_pred[:,0].min())
shift = np.array([width + 10.0, 0.0, 0.0])
gt_t_shift = [m.copy() for m in gt_t]; [setattr(m, "vertices", m.vertices + shift) for m in gt_t_shift]
gt_c_shift = [m.copy() for m in gt_c]; [setattr(m, "vertices", m.vertices + shift) for m in gt_c_shift]
s_compare = trimesh.Scene()
for m in pred_t: m.visual.face_colors = TOOTH_RGBA; s_compare.add_geometry(m)
for m in pred_c: m.visual.face_colors = CANAL_RGBA; s_compare.add_geometry(m)
for m in gt_t_shift: m.visual.face_colors = GT_TOOTH; s_compare.add_geometry(m)
for m in gt_c_shift: m.visual.face_colors = GT_CANAL; s_compare.add_geometry(m)
s_compare.export(os.path.join(viz_dir, f"{case}_compare.glb"))
_render(s_compare, os.path.join(viz_dir, f"{case}_compare.png"),
title=f"{case}: LEFT = prediction (red canals), RIGHT = ground truth (purple canals)")
print(f"[viz] {case}: wrote {viz_dir}/{case}_pred.glb"
+ (" + _gt.glb + _compare.glb" if gt_t else "")
+ " + canals_only.glb + PNGs")
return True
def main():
ap = argparse.ArgumentParser()
ap.add_argument("--config", default="configs/default.yaml")
ap.add_argument("--case", default=None)
ap.add_argument("--all", action="store_true")
args = ap.parse_args()
cfg = load_config(args.config)
if args.all:
_, cases = make_split(cfg["paths"]["proc_dir"], cfg)
elif args.case:
cases = [args.case]
else:
mesh_dir = os.path.join(cfg["paths"]["out_dir"], "meshes")
cases = sorted({os.path.basename(p).split("_t")[0]
for p in glob.glob(os.path.join(mesh_dir, "*_tooth.stl"))})
for c in cases:
visualize_case(cfg, c)
if __name__ == "__main__":
main()