#!/usr/bin/env python3 """KoOCR-Bench v1 weighted total from koocr_score.py outputs. Usage: koocr_total.py [--bbox-override JSON] [--drop eng,eng] [--no-handwriting] SCORES.txt [SCORES2.txt ...] - Engines with several runs (name_r1, name_r2) are averaged as 'name'. - --bbox-override: {"engine": {"slice": rate}} for engines whose boxes come in a separate layout list (e.g. PaddleOCR-VL). - A component an engine has no value for is dropped for that engine and its weights renormalised (marked in the table). Higher is better everywhere: text slices use 1 - CER (CER = normalised edit distance + 2 x foreign-script chars not in the truth, capped at 1 per page), table slices use TEDS on HTML tables only.""" import json, re, sys, collections # v1.1 (2026-10-05): kostat .15->.18, tables .10->.12, order .08->.05, grid .03->.02; totals divide by the weight sum W = {"gwanbo": .15, "kostat": .18, "kdi": .12, "tables": .12, "handwriting": .10, "user": .10, "bbox": .08, "order": .05, "suneung": .05, "heading": .04, "grid": .02} a = sys.argv[1:]; ov = {}; drop = set() while a and a[0].startswith("--"): o = a.pop(0) if o == "--bbox-override": ov = json.load(open(a.pop(0))) elif o == "--drop": drop = set(a.pop(0).split(",")) elif o == "--no-handwriting": W.pop("handwriting") TXT = {"gwanbo_table": "gwanbo", "kdi_headings": "kdi", "suneung2026": "suneung", "user_real": "user", "handwritten": "handwriting"} v = collections.defaultdict(lambda: collections.defaultdict(list)) for f in a: for l in open(f): m = re.match(r"(\S+)\s+(\S+)\s+n=\s*(\d+)\s+missing=\d+\s+(.*)", l) if not m: continue sl, eng, n = m[1], re.sub(r"_r\d+$", "", m[2]), int(m[3]) if eng in drop: continue rest = dict(zip(*[iter(m[4].split())] * 2)); g = lambda k: float(rest[k]) if "cer" in rest and TXT[sl] in W: v[eng][TXT[sl]].append((1 - g("cer"), n)) if "teds" in rest: v[eng]["kostat" if sl == "kostat_wide" else "tables"].append((g("teds"), n)); v[eng]["grid"].append((g("grid_exact"), n)) if "heading_recall" in rest: v[eng]["heading"].append((g("heading_recall"), n)) if "order" in rest: v[eng]["order"].append((g("order"), n)) if sl == "handwritten" and "handwriting" not in W: continue if "bbox" in rest: v[eng]["bbox"].append((ov.get(eng, {}).get(sl, g("bbox")), n)) avg = lambda xs: sum(x * n for x, n in xs) / sum(n for x, n in xs) rows = [] for eng, c in v.items(): comp = {k: avg(x) for k, x in c.items() if k in W} ks = [k for k in W if k in comp] rows.append((sum(W[k] * comp[k] for k in ks) / sum(W[k] for k in ks), eng, comp, [k for k in W if k not in comp])) rows.sort(reverse=True) print("| rank | engine | total | " + " | ".join(W) + " |") print("|---|---|---|" + "---|" * len(W)) for i, (t, eng, comp, miss) in enumerate(rows, 1): print(f"| {i} | {eng}{' *' if miss else ''} | {t:.4f} | " + " | ".join(f"{comp[k]:.3f}" if k in comp else "–" for k in W) + " |")