update 3-19

2026-03-19 11:18:58 +01:00
parent 7ea85d5426
commit 786457b30d
35 changed files with 4019 additions and 258 deletions
@@ -0,0 +1,89 @@
+#!/usr/bin/env python3
+"""
+Assemble a metadata-explainability comparison panel.
+
+Layout (2 rows × 4 cols):
+  row 0 = binary,     row 1 = multiclass
+
+  col 0: single md_importance
+  col 1: ensemble md_importance
+  col 2: nocrop ROC
+  col 3: excl_phakic_axial ROC
+
+Usage
+-----
+    python scripts/output_analysis/visualizations/build_md_explainability_panel.py \
+        --nocrop-dir analysis_data/pipeline_nocrop \
+        --excl-dir   analysis_data/pipeline_nocrop_excl_phakic_axial \
+        --out        analysis_data/pipeline_nocrop/md_explainability_panel.png
+"""
+from __future__ import annotations
+
+import argparse
+from pathlib import Path
+
+import matplotlib
+matplotlib.use("Agg")
+import matplotlib.pyplot as plt
+import matplotlib.image as mpimg
+
+
+# (row, col, dir_key, rel_path, label)
+# dir_key: "nocrop" or "excl"
+CELLS = [
+    # ---- binary row (row 0) ----
+    (0, 0, "nocrop", "binary/single/explainability_md_importance_summary.png",
+           "Binary — Single"),
+    (0, 1, "nocrop", "binary/ensemble/explainability_md_importance_summary.png",
+           "Binary — Ensemble"),
+    (0, 2, "nocrop", "binary/ensemble/plots/roc_probs_fused_mean_ovr.png",
+           "Binary — nocrop ROC"),
+    (0, 3, "excl",   "binary/ensemble/plots/roc_probs_fused_mean_ovr.png",
+           "Binary — excl phakic+axial ROC"),
+    # ---- multiclass row (row 1) ----
+    (1, 0, "nocrop", "multiclass/single/explainability_md_importance_summary.png",
+           "Multiclass — Single"),
+    (1, 1, "nocrop", "multiclass/ensemble/explainability_md_importance_summary.png",
+           "Multiclass — Ensemble"),
+    (1, 2, "nocrop", "multiclass/ensemble/plots/roc_probs_fused_mean_ovr.png",
+           "Multiclass — nocrop ROC"),
+    (1, 3, "excl",   "multiclass/ensemble/plots/roc_probs_fused_mean_ovr.png",
+           "Multiclass — excl phakic+axial ROC"),
+]
+
+
+def main():
+    ap = argparse.ArgumentParser()
+    ap.add_argument("--nocrop-dir", default="analysis_data/pipeline_nocrop")
+    ap.add_argument("--excl-dir",   default="analysis_data/pipeline_nocrop_excl_phakic_axial")
+    ap.add_argument("--out",        default=None)
+    args = ap.parse_args()
+
+    nocrop_dir = Path(args.nocrop_dir)
+    excl_dir   = Path(args.excl_dir)
+    out = Path(args.out) if args.out else nocrop_dir / "md_explainability_panel.png"
+
+    fig = plt.figure(figsize=(24, 12))
+    gs  = fig.add_gridspec(
+        2, 4,
+        hspace=0.08,
+        wspace=0.04,
+    )
+
+    dirs = {"nocrop": nocrop_dir, "excl": excl_dir}
+
+    for row, col, dir_key, rel, label in CELLS:
+        ax  = fig.add_subplot(gs[row, col])
+        img = mpimg.imread(str(dirs[dir_key] / rel))
+        ax.imshow(img)
+        ax.axis("off")
+        ax.set_title(label, fontsize=11, pad=5)
+
+    out.parent.mkdir(parents=True, exist_ok=True)
+    fig.savefig(out, dpi=150, bbox_inches="tight")
+    plt.close(fig)
+    print(f"Saved → {out}")
+
+
+if __name__ == "__main__":
+    main()