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+*.egg-info/ + +output/*.png +output/*.json +output/visualizations/ +!output/.gitkeep diff --git a/unified_pipeline/annotations/bank_doc_01.json b/unified_pipeline/annotations/bank_doc_01.json new file mode 100644 index 0000000000000000000000000000000000000000..91252fb1727a43f61e441a9ce9b4ede287eee640 --- /dev/null +++ b/unified_pipeline/annotations/bank_doc_01.json @@ -0,0 +1,35 @@ +{ + "id": "bank_doc_01", + "source_image": "templates/scanned/guarantee/bank_doc_01.png", + "document_type": "bank_letter_of_guarantee", + "pages": [ + { + "page": 1, + "page_size": [ + 791, + 1024 + ], + "dpi": 300, + "signature_boxes": [ + { + "id": "sig1", + "x1": 118, + "y1": 493, + "x2": 396, + "y2": 508, + "role": "Bank Officer", + "name": "Bank Officer" + }, + { + "id": "sig2", + "x1": 118, + "y1": 700, + "x2": 404, + "y2": 715, + "role": "Notary Public", + "name": "Notary Public" + } + ] + } + ] +} diff --git a/unified_pipeline/annotations/bank_doc_02.json b/unified_pipeline/annotations/bank_doc_02.json new file mode 100644 index 0000000000000000000000000000000000000000..960b1e4c8995ab5584d597d67d3efdaa3e2e5b25 --- /dev/null +++ b/unified_pipeline/annotations/bank_doc_02.json @@ -0,0 +1,26 @@ +{ + "id": "bank_doc_02", + "source_image": "templates/scanned/guarantee/bank_doc_02.png", + "document_type": "bank_letter_of_guarantee", + "pages": [ + { + "page": 1, + "page_size": [ + 1024, + 559 + ], + "dpi": 300, + "signature_boxes": [ + { + "id": "sig1", + "x1": 150, + "y1": 434, + "x2": 420, + "y2": 458, + "role": "Bank Representative", + "name": "Michael Chen" + } + ] + } + ] +} diff --git a/unified_pipeline/annotations/bank_doc_03.json b/unified_pipeline/annotations/bank_doc_03.json new file mode 100644 index 0000000000000000000000000000000000000000..8a3bc1b5800def26edad3ada34f7caf9c1f97927 --- /dev/null +++ b/unified_pipeline/annotations/bank_doc_03.json @@ -0,0 +1,53 @@ +{ + "id": "bank_doc_03", + "source_image": "templates/scanned/guarantee/bank_doc_03.png", + "document_type": "deed_of_guarantee", + "pages": [ + { + "page": 1, + "page_size": [ + 1024, + 559 + ], + "dpi": 300, + "signature_boxes": [ + { + "id": "sig1", + "x1": 595, + "y1": 399, + "x2": 748, + "y2": 431, + "role": "Guarantor (Authorized Signatory)", + "name": "Guarantor" + }, + { + "id": "sig2", + "x1": 805, + "y1": 399, + "x2": 955, + "y2": 431, + "role": "Bank Representative", + "name": "Lender" + } + ], + "cosmetic_fields": [ + { + "field": "name_sig1", + "mode": "above_line", + "line_x": 606, + "line_y": 464, + "line_w": 136, + "box_id": "sig1" + }, + { + "field": "name_sig2", + "mode": "above_line", + "line_x": 828, + "line_y": 464, + "line_w": 136, + "box_id": "sig2" + } + ] + } + ] +} diff --git a/unified_pipeline/annotations/bank_doc_04.json b/unified_pipeline/annotations/bank_doc_04.json new file mode 100644 index 0000000000000000000000000000000000000000..7c9fe0d64a4e7c5f37bed7a24332c9d32b90da6e --- /dev/null +++ b/unified_pipeline/annotations/bank_doc_04.json @@ -0,0 +1,53 @@ +{ + "id": "bank_doc_04", + "source_image": "templates/scanned/loan_forms/bank_doc_04.png", + "document_type": "corporate_bank_loan_agreement", + "pages": [ + { + "page": 1, + "page_size": [ + 1024, + 559 + ], + "dpi": 300, + "signature_boxes": [ + { + "id": "sig1", + "x1": 580, + "y1": 435, + "x2": 750, + "y2": 475, + "role": "Borrower (Authorized Signatory)", + "name": "Borrower" + }, + { + "id": "sig2", + "x1": 795, + "y1": 435, + "x2": 960, + "y2": 475, + "role": "Bank Representative", + "name": "Lender" + } + ], + "cosmetic_fields": [ + { + "field": "name_sig1", + "mode": "above_line", + "line_x": 606, + "line_y": 482, + "line_w": 136, + "box_id": "sig1" + }, + { + "field": "name_sig2", + "mode": "above_line", + "line_x": 828, + "line_y": 482, + "line_w": 136, + "box_id": "sig2" + } + ] + } + ] +} diff --git a/unified_pipeline/annotations/bank_doc_05.json b/unified_pipeline/annotations/bank_doc_05.json new file mode 100644 index 0000000000000000000000000000000000000000..8d35b88abde35a0639b06f34e00fd702eb3acde4 --- /dev/null +++ b/unified_pipeline/annotations/bank_doc_05.json @@ -0,0 +1,53 @@ +{ + "id": "bank_doc_05", + "source_image": "templates/scanned/loan_forms/bank_doc_05.png", + "document_type": "corporate_bank_loan_agreement", + "pages": [ + { + "page": 1, + "page_size": [ + 687, + 1024 + ], + "dpi": 300, + "signature_boxes": [ + { + "id": "sig1", + "x1": 65, + "y1": 780, + "x2": 320, + "y2": 815, + "role": "Borrower", + "name": "Borrower" + }, + { + "id": "sig2", + "x1": 370, + "y1": 780, + "x2": 625, + "y2": 815, + "role": "Authorized Signatory", + "name": "Lender" + } + ], + "cosmetic_fields": [ + { + "field": "name_sig1", + "mode": "above_line", + "line_x": 72, + "line_y": 869, + "line_w": 251, + "box_id": "sig1" + }, + { + "field": "name_sig2", + "mode": "above_line", + "line_x": 365, + "line_y": 869, + "line_w": 251, + "box_id": "sig2" + } + ] + } + ] +} diff --git a/unified_pipeline/annotations/bank_doc_06.json b/unified_pipeline/annotations/bank_doc_06.json new file mode 100644 index 0000000000000000000000000000000000000000..bac9989a02feea13bf253d9db72916e54028165f --- /dev/null +++ b/unified_pipeline/annotations/bank_doc_06.json @@ -0,0 +1,53 @@ +{ + "id": "bank_doc_06", + "source_image": "templates/scanned/loan_forms/bank_doc_06.png", + "document_type": "corporate_bank_loan_agreement", + "pages": [ + { + "page": 1, + "page_size": [ + 1024, + 559 + ], + "dpi": 300, + "signature_boxes": [ + { + "id": "sig1", + "x1": 90, + "y1": 421, + "x2": 345, + "y2": 433, + "role": "Borrower (Authorized Signatory)", + "name": "Borrower" + }, + { + "id": "sig2", + "x1": 590, + "y1": 421, + "x2": 845, + "y2": 433, + "role": "Bank Representative", + "name": "Lender" + } + ], + "cosmetic_fields": [ + { + "field": "name_sig1", + "mode": "above_line", + "line_x": 145, + "line_y": 465, + "line_w": 337, + "box_id": "sig1" + }, + { + "field": "name_sig2", + "mode": "above_line", + "line_x": 621, + "line_y": 464, + "line_w": 289, + "box_id": "sig2" + } + ] + } + ] +} diff --git a/unified_pipeline/annotations/bank_doc_07.json b/unified_pipeline/annotations/bank_doc_07.json new file mode 100644 index 0000000000000000000000000000000000000000..63e718f65963e12a5a042c1d3f9fd8590532d9bb --- /dev/null +++ b/unified_pipeline/annotations/bank_doc_07.json @@ -0,0 +1,44 @@ +{ + "id": "bank_doc_07", + "source_image": "templates/scanned/mandate/bank_doc_07.png", + "document_type": "bank_mandate_attestation", + "pages": [ + { + "page": 1, + "page_size": [ + 1024, + 1536 + ], + "dpi": 300, + "signature_boxes": [ + { + "id": "sig1", + "x1": 535, + "y1": 918, + "x2": 935, + "y2": 935, + "role": "Account Holder", + "name": "Account Holder" + }, + { + "id": "sig2", + "x1": 345, + "y1": 973, + "x2": 700, + "y2": 990, + "role": "Bank Manager", + "name": "Bank Manager" + } + ], + "cosmetic_fields": [ + { + "field": "name", + "mode": "above_line", + "line_x": 308, + "line_y": 516, + "line_w": 309 + } + ] + } + ] +} diff --git a/unified_pipeline/annotations/bank_doc_08.json b/unified_pipeline/annotations/bank_doc_08.json new file mode 100644 index 0000000000000000000000000000000000000000..687936cc7cb44062482e54aeaf016332f23e6603 --- /dev/null +++ b/unified_pipeline/annotations/bank_doc_08.json @@ -0,0 +1,53 @@ +{ + "id": "bank_doc_08", + "source_image": "templates/scanned/mandate/bank_doc_08.png", + "document_type": "bank_account_verification_mandate", + "pages": [ + { + "page": 1, + "page_size": [ + 1024, + 1536 + ], + "dpi": 300, + "signature_boxes": [ + { + "id": "sig1", + "x1": 345, + "y1": 672, + "x2": 495, + "y2": 696, + "role": "Account Holder", + "name": "Account Holder" + }, + { + "id": "sig2", + "x1": 685, + "y1": 568, + "x2": 935, + "y2": 590, + "role": "Bank Manager", + "name": "Bank Manager" + } + ], + "cosmetic_fields": [ + { + "field": "name_sig1", + "mode": "above_line", + "line_x": 308, + "line_y": 388, + "line_w": 169, + "box_id": "sig1" + }, + { + "field": "name_sig2", + "mode": "above_line", + "line_x": 748, + "line_y": 463, + "line_w": 170, + "box_id": "sig2" + } + ] + } + ] +} diff --git a/unified_pipeline/annotations/bank_doc_09.json b/unified_pipeline/annotations/bank_doc_09.json new file mode 100644 index 0000000000000000000000000000000000000000..1ce2bc931cb634d869eade8412a6c34723728c13 --- /dev/null +++ b/unified_pipeline/annotations/bank_doc_09.json @@ -0,0 +1,44 @@ +{ + "id": "bank_doc_09", + "source_image": "templates/scanned/mandate/bank_doc_09.png", + "document_type": "corporate_account_opening_mandate", + "pages": [ + { + "page": 1, + "page_size": [ + 687, + 1024 + ], + "dpi": 300, + "signature_boxes": [ + { + "id": "sig1", + "x1": 90, + "y1": 797, + "x2": 315, + "y2": 832, + "role": "First Authorised Signatory", + "name": "First Authorised Signatory" + }, + { + "id": "sig2", + "x1": 350, + "y1": 797, + "x2": 575, + "y2": 832, + "role": "Second Authorised Signatory", + "name": "Second Authorised Signatory" + } + ], + "cosmetic_fields": [ + { + "field": "company_name", + "mode": "below_line", + "line_x": 74, + "line_y": 164, + "line_w": 303 + } + ] + } + ] +} diff --git a/unified_pipeline/configs/default.yaml b/unified_pipeline/configs/default.yaml new file mode 100644 index 0000000000000000000000000000000000000000..ad5aa9add530a67930c32c9194f358a265e2a466 --- /dev/null +++ b/unified_pipeline/configs/default.yaml @@ -0,0 +1,247 @@ +# Base configuration for the synthetic signed bank document generator. +# +# This file defines every default value used by src.config.schema.PipelineConfig. +# User configs (see configs/generate.yaml, configs/examples/*.yaml) are merged +# on top of this file, so they only need to specify what they want to change. +# +# Any numeric placement/augmentation "strength"-like value may be given either +# as a fixed scalar (e.g. `0.4`) or as a range (e.g. `{min: 0.2, max: 0.6}`), +# which is resolved by a seeded RNG independently for every generated sample. + +seed: 1234 + +paths: + image_dir: templates/scanned + dataset_dir: data/raw/cedar + annotations_dir: annotations + output_dir: output + cache_dir: templates/procedural + # Additive signature sources merged into the same SignatureDataset (see + # src/signatures/signature_dataset.py). Copied into data/raw/ so this + # repo is self-contained (a standalone zip needs no sibling checkouts) -- + # BHSig260 is capped to 8 genuine + 8 forged samples per writer (full + # archives are ~3.8GB combined; see unified_pipeline/README.md for the + # uncapped source location if you need the full archives). + signet_dir: data/raw/signet + gpds_dir: null # not wired into the live generation path, excluded (see README) + bhsig260_hindi_dir: data/raw/bhsig260_hindi + bhsig260_bengali_dir: data/raw/bhsig260_bengali + # "both" by default, so a plain `python main.py` with no flags shows + # both template families, not just one. The one caveat: difficulty + # calibration (below) is a single global profile + # regardless of which provider a given sample lands on -- see README's + # "Difficulty calibration profiles" section. Override with + # `--set paths.template_provider=scanned` (or `procedural`) for a + # single-family batch. + template_provider: both + # Nothing excluded -- every discovered template is in the pool. See + # TemplateLoader's excluded_ids param / paths.excluded_template_ids + # if a template ever needs to be pulled (id-stable: excluding one + # doesn't renumber any other template's id). + excluded_template_ids: [] + +generation: + count: 10 + workers: 1 + save_visualization: false + overwrite: false + run_validation: true + start_index: 1 + filename_prefix: case + filename_digits: 6 + +document: + template: null # null = pick uniformly at random (deterministically, via seed) + page: null # null = use the template's first page + # On by default -- fills a name/company-name field on both scanned and + # procedural templates so a generated batch doesn't look obviously + # synthetic (empty "Name of Account Holder:" etc. next to a real + # signature). See src/cosmetics/cosmetic_fields.py (procedural, full + # field set) and src/cosmetics/scanned_cosmetic_fields.py (scanned, + # CV-detected name field -- 7 of 9 templates; the other 2 are stock + # photos with no genuine blank field to fill). + enable_cosmetic_fields: true + +signer: + name: null # null = generate a deterministic synthetic name + role: null # null = use the signature box's annotated role + +signature_selection: + source_filter: genuine # genuine | forged | any + signature_id: null # null = pick uniformly at random from the filtered pool + +placement: + x_offset: 0.0 + y_offset: 0.0 + rotation_deg: + min: -4.0 + max: 4.0 + scale_factor: + min: 0.78 + max: 0.95 + anchor_point: center + margin: 0.08 + misplacement_probability: 0.12 + misplacement_strength: 0.35 + allow_partial_outside: false + +rendering: + blend_mode: multiply + ink_opacity: + min: 0.75 + max: 0.95 + blur_sigma: + min: 0.15 + max: 0.55 + feather_px: + min: 0.5 + max: 1.8 + scanner_noise: 0.02 + anti_alias: true + +augmentation: + rotation: + enabled: false + strength: 0.0 + probability: 0.0 + seed: null + + stroke_dilation: + enabled: false + strength: 0.2 + probability: 0.25 + seed: null + + motion_blur: + enabled: false + strength: 0.2 + probability: 0.15 + seed: null + + gaussian_blur: + enabled: true + strength: 0.15 + probability: 0.3 + seed: null + + perspective: + enabled: false + strength: 0.1 + probability: 0.1 + seed: null + + scanner_noise: + enabled: true + strength: 0.06 + probability: 1.0 + seed: null + + salt_pepper: + enabled: false + strength: 0.03 + probability: 0.15 + seed: null + + jpeg_compression: + enabled: true + strength: 0.3 + probability: 0.5 + seed: null + min_quality: 35 + max_quality: 90 + + contrast: + enabled: true + strength: 0.15 + probability: 0.4 + seed: null + + gamma: + enabled: false + strength: 0.15 + probability: 0.2 + seed: null + + coffee_stain: + enabled: false + strength: 0.4 + probability: 0.1 + seed: null + + stain: + enabled: false + strength: 0.4 + probability: 0.1 + seed: null + type: random + + shadow: + enabled: true + strength: 0.35 + probability: 0.4 + seed: null + type: random + + crumple: + enabled: false + strength: 0.2 + probability: 0.15 + seed: null + wrinkle_density: 0.4 + + discoloration: + enabled: true + strength: 0.2 + probability: 0.5 + seed: null + tone: random + + page_tilt: + enabled: true + strength: 0.3 + probability: 0.3 + seed: null + + dust: + enabled: false + strength: 0.2 + probability: 0.2 + seed: null + + scanner_streaks: + enabled: false + strength: 0.2 + probability: 0.1 + seed: null + + ink_fading: + enabled: false + strength: 0.3 + probability: 0.2 + seed: null + + ink_bleed: + enabled: false + strength: 0.25 + probability: 0.15 + seed: null + +quality: + case_type: null + notes: null + scanner_quality: 0.85 + paper_quality: 0.85 + render_quality: 0.85 + +difficulty: + misplacement: 0.35 + whitespace: 0.20 + faintness: 0.20 + smallness: 0.15 + low_texture: 0.10 + easy_threshold: 0.33 + hard_threshold: 0.66 + +validation: + strict: false + max_coordinate_epsilon: 0.5 diff --git a/unified_pipeline/configs/examples/clean_easy.yaml b/unified_pipeline/configs/examples/clean_easy.yaml new file mode 100644 index 0000000000000000000000000000000000000000..d87f0d48f69e458bb199e5abbb622b5d134341f8 --- /dev/null +++ b/unified_pipeline/configs/examples/clean_easy.yaml @@ -0,0 +1,31 @@ +# A "mostly easy" dataset preset: well-centered signatures, minimal +# degradation. Useful for a sanity-check baseline or an "easy" evaluation +# split. +# +# python main.py --config configs/examples/clean_easy.yaml --count 500 + +seed: 1000 + +generation: + count: 500 + workers: 4 + +placement: + scale_factor: { min: 0.85, max: 0.98 } + rotation_deg: { min: -1.5, max: 1.5 } + margin: 0.1 + misplacement_probability: 0.0 + allow_partial_outside: false + +rendering: + ink_opacity: { min: 0.85, max: 0.98 } + blur_sigma: { min: 0.1, max: 0.25 } + scanner_noise: 0.01 + +augmentation: + gaussian_blur: { enabled: false } + shadow: { enabled: false } + discoloration: { enabled: false } + page_tilt: { enabled: true, strength: 0.1, probability: 0.15 } + scanner_noise: { enabled: true, strength: 0.02, probability: 1.0 } + jpeg_compression: { enabled: true, strength: 0.15, probability: 0.3, min_quality: 80, max_quality: 95 } diff --git a/unified_pipeline/configs/examples/hard_degraded.yaml b/unified_pipeline/configs/examples/hard_degraded.yaml new file mode 100644 index 0000000000000000000000000000000000000000..d954ade5d3e7a896c3964fdb58fa4ba20d6e6ae3 --- /dev/null +++ b/unified_pipeline/configs/examples/hard_degraded.yaml @@ -0,0 +1,47 @@ +# A "mostly hard" dataset preset: frequent misplacement, faint ink, heavy +# scanner/paper degradation. Useful for stress-testing a downstream +# detector/verifier or building a "hard" evaluation split. +# +# python main.py --config configs/examples/hard_degraded.yaml --count 500 + +seed: 9001 + +generation: + count: 500 + workers: 4 + +quality: + case_type: "1d" + notes: "low-quality scan, batch 9001" + +placement: + scale_factor: { min: 0.35, max: 0.7 } + rotation_deg: { min: -12.0, max: 12.0 } + margin: 0.04 + misplacement_probability: 0.45 + misplacement_strength: { min: 0.3, max: 0.8 } + allow_partial_outside: true + +rendering: + ink_opacity: { min: 0.35, max: 0.65 } + blur_sigma: { min: 0.6, max: 1.4 } + feather_px: { min: 1.5, max: 3.0 } + scanner_noise: 0.05 + +augmentation: + ink_fading: { enabled: true, strength: { min: 0.4, max: 0.8 }, probability: 0.5 } + motion_blur: { enabled: true, strength: { min: 0.3, max: 0.6 }, probability: 0.3 } + perspective: { enabled: true, strength: { min: 0.15, max: 0.3 }, probability: 0.3 } + coffee_stain: { enabled: true, strength: { min: 0.4, max: 0.8 }, probability: 0.25 } + stain: { enabled: true, strength: { min: 0.4, max: 0.8 }, probability: 0.3, type: random } + shadow: { enabled: true, strength: { min: 0.5, max: 0.9 }, probability: 0.6, type: random } + crumple: { enabled: true, strength: { min: 0.4, max: 0.8 }, probability: 0.4 } + discoloration: { enabled: true, strength: { min: 0.4, max: 0.7 }, probability: 0.7, tone: random } + page_tilt: { enabled: true, strength: { min: 0.5, max: 1.0 }, probability: 0.5 } + dust: { enabled: true, strength: { min: 0.3, max: 0.7 }, probability: 0.4 } + scanner_streaks: { enabled: true, strength: { min: 0.3, max: 0.6 }, probability: 0.3 } + salt_pepper: { enabled: true, strength: { min: 0.03, max: 0.09 }, probability: 0.35 } + jpeg_compression: { enabled: true, strength: 0.7, probability: 0.7, min_quality: 20, max_quality: 55 } + +validation: + strict: false diff --git a/unified_pipeline/configs/examples/single_document_demo.yaml b/unified_pipeline/configs/examples/single_document_demo.yaml new file mode 100644 index 0000000000000000000000000000000000000000..a99efa6e583275be8348649cf038a8170ca12ee9 --- /dev/null +++ b/unified_pipeline/configs/examples/single_document_demo.yaml @@ -0,0 +1,50 @@ +# Demonstrates every "single value or range" knob on one fixed template with +# a fixed signer identity -- handy for iterating on how one specific +# document/box combination looks before scaling up to a full batch run. +# +# python main.py --config configs/examples/single_document_demo.yaml --count 1 + +seed: 4242 + +document: + template: bank_doc_03 + +signer: + name: Jane Doe + role: Branch Manager + +signature_selection: + source_filter: genuine + +placement: + scale_factor: 0.84 + rotation_deg: -3.0 + x_offset: 8.0 + y_offset: -4.0 + misplacement_probability: 0.32 + +generation: + count: 1 + save_visualization: true + +augmentation: + coffee_stain: + enabled: true + strength: 0.42 + probability: 1.0 + + shadow: + enabled: true + strength: 0.55 + probability: 1.0 + type: corner + + crumple: + enabled: true + strength: 0.18 + probability: 1.0 + + scanner_noise: + enabled: true + strength: 0.06 + probability: 1.0 diff --git a/unified_pipeline/configs/examples/verification_cases.yaml b/unified_pipeline/configs/examples/verification_cases.yaml new file mode 100644 index 0000000000000000000000000000000000000000..306f7d005c417d0073c4cadf93fa483f40ec4bb6 --- /dev/null +++ b/unified_pipeline/configs/examples/verification_cases.yaml @@ -0,0 +1,34 @@ +# Signature-verification test-case generation. Set quality.case_type to one +# of the 12 codes below to switch GeneratorContext into scenario-driven +# generation: it renders the described scenario and stamps the sample's +# metadata `verification` block with the matching ground-truth verdict/ +# reject_code. Left unset (the default), generation is completely unaffected. +# +# python main.py --config configs/examples/verification_cases.yaml \ +# --set quality.case_type=3a --count 10 +# +# For "1d" (correct signer, but the scan itself is degraded) use +# configs/examples/hard_degraded.yaml instead -- it already sets +# `quality.case_type: "1d"` plus the matching degraded-scan overrides; this +# file's job is everything else, where a clean/legible scan is expected. +# +# | code | scenario | verdict | reject_code | +# |------|------------------------------------------------------|---------|-------------------------| +# | 1a | Correct signer signs normally | PASS | - | +# | 1b | Correct signer, natural pen variation | PASS | - | +# | 1c | Multi-signer form, both sign correctly | PASS | - | +# | 1d | Correct signer, scan degraded (see hard_degraded.yaml)| PASS | - | +# | 2a | Box left completely blank | REJECT | NO_SIGNATURE | +# | 2b | Printed/typed name only, no handwriting | REJECT | NO_SIGNATURE | +# | 3a | Wrong real person signs the box | REJECT | IDENTITY_MISMATCH | +# | 3b | Skilled-forgery sample used | REJECT | IDENTITY_MISMATCH | +# | 4a | Authorized signer, but wrong role's box | REJECT | ROLE_MISMATCH | +# | 4b | Signer from a different form entirely | REJECT | ROLE_MISMATCH | +# | 5a | Required signer's box left empty | REJECT | REQUIRED_SIGNER_ABSENT | +# | 5b | Someone else signs in the required signer's place | REJECT | REQUIRED_SIGNER_ABSENT | + +quality: + case_type: "1a" # <- override with --set quality.case_type= + +validation: + strict: false diff --git a/unified_pipeline/configs/generate.yaml b/unified_pipeline/configs/generate.yaml new file mode 100644 index 0000000000000000000000000000000000000000..b1c785b8ddf1876e1404d4f1be96069361a27431 --- /dev/null +++ b/unified_pipeline/configs/generate.yaml @@ -0,0 +1,171 @@ +# Example large-batch dataset generation config. +# +# Merged on top of configs/default.yaml. Only values that differ from the +# defaults need to be listed here. Run with: +# +# python main.py --config configs/generate.yaml --count 10000 +# +# (--count on the command line overrides generation.count below.) + +seed: 20240601 + +paths: + output_dir: output + +generation: + count: 2000 + workers: 4 + save_visualization: false + overwrite: false + run_validation: true + +# document.template left as null -> every sample independently and +# deterministically picks one of the 9 discovered templates. +document: + template: null + +# signer.name/role left as null -> a synthetic name is generated per sample +# and the role is taken from the chosen signature box's annotation. +signer: + name: null + role: null + +signature_selection: + source_filter: genuine + +placement: + scale_factor: + min: 0.75 + max: 0.98 + rotation_deg: + min: -6.0 + max: 6.0 + margin: 0.07 + misplacement_probability: 0.15 + misplacement_strength: + min: 0.15 + max: 0.5 + allow_partial_outside: true + +rendering: + blend_mode: multiply + ink_opacity: + min: 0.7 + max: 0.97 + blur_sigma: + min: 0.15 + max: 0.6 + feather_px: + min: 0.4 + max: 2.0 + scanner_noise: 0.02 + +augmentation: + stroke_dilation: + enabled: true + strength: { min: 0.1, max: 0.35 } + probability: 0.2 + + gaussian_blur: + enabled: true + strength: { min: 0.05, max: 0.3 } + probability: 0.3 + + motion_blur: + enabled: true + strength: { min: 0.1, max: 0.35 } + probability: 0.12 + + ink_fading: + enabled: true + strength: { min: 0.1, max: 0.5 } + probability: 0.2 + + ink_bleed: + enabled: true + strength: { min: 0.1, max: 0.4 } + probability: 0.15 + + perspective: + enabled: true + strength: { min: 0.05, max: 0.2 } + probability: 0.12 + + contrast: + enabled: true + strength: { min: 0.05, max: 0.3 } + probability: 0.4 + + gamma: + enabled: true + strength: { min: 0.05, max: 0.25 } + probability: 0.2 + + coffee_stain: + enabled: true + strength: { min: 0.2, max: 0.6 } + probability: 0.08 + + stain: + enabled: true + strength: { min: 0.2, max: 0.6 } + probability: 0.1 + type: random + + shadow: + enabled: true + strength: { min: 0.2, max: 0.6 } + probability: 0.35 + type: random + + crumple: + enabled: true + strength: { min: 0.1, max: 0.4 } + probability: 0.12 + wrinkle_density: { min: 0.2, max: 0.7 } + + discoloration: + enabled: true + strength: { min: 0.1, max: 0.4 } + probability: 0.45 + tone: random + + page_tilt: + enabled: true + strength: { min: 0.1, max: 0.5 } + probability: 0.3 + + dust: + enabled: true + strength: { min: 0.1, max: 0.4 } + probability: 0.2 + + scanner_streaks: + enabled: true + strength: { min: 0.1, max: 0.35 } + probability: 0.1 + + scanner_noise: + enabled: true + strength: { min: 0.02, max: 0.1 } + probability: 1.0 + + salt_pepper: + enabled: true + strength: { min: 0.01, max: 0.06 } + probability: 0.15 + + jpeg_compression: + enabled: true + strength: { min: 0.2, max: 0.6 } + probability: 0.5 + min_quality: 40 + max_quality: 92 + +quality: + scanner_quality: { min: 0.6, max: 0.98 } + paper_quality: { min: 0.6, max: 0.98 } + render_quality: { min: 0.6, max: 0.98 } + +validation: + strict: false diff --git a/unified_pipeline/configs/procedural_templates.yaml b/unified_pipeline/configs/procedural_templates.yaml new file mode 100644 index 0000000000000000000000000000000000000000..885a7764d59e6e2d756ec8870b445b912b6c3859 --- /dev/null +++ b/unified_pipeline/configs/procedural_templates.yaml @@ -0,0 +1,28 @@ +# Procedural-template profile -- switches the document source from scanned +# photos (the default) to matplotlib-drawn documents ported from +# projectA/utils/templatemaker.py (see src/templates/procedural_template_provider.py). +# +# The difficulty smallness/faintness reference constants are also +# recalibrated here, matching projectA's own empirical finding: real +# signature ink on these procedural templates is much smaller/lighter +# relative to page area than the deck's generic literal constants assume +# (see projectA/utils/difficulty_score.py's calibration comment, and +# `unified_pipeline/README.md`). This profile is what makes "easy" reachable +# for a signed (non-blank) case on procedural templates the way it is on +# projectA today -- the scanned-template default profile deliberately keeps +# the deck's literal constants, since that pipeline's own measurements +# didn't show the same mismatch. +# +# Usage: python main.py --config configs/procedural_templates.yaml --count 20 +# python main.py --set paths.template_provider=procedural --set difficulty.smallness_reference_area_ratio=0.003 ... 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