diff --git a/.gitattributes b/.gitattributes
new file mode 100644
index 0000000..3d8921e
--- /dev/null
+++ b/.gitattributes
@@ -0,0 +1,3 @@
+# PP-OCRv5 ONNX OCR models (paddle-onnx engine) — large binary, store via Git LFS
+# to keep clone / `cargo package` lean. Enable with `git lfs install` before commit.
+*.onnx filter=lfs diff=lfs merge=lfs -text
diff --git a/Cargo.lock b/Cargo.lock
index ad7c8d4..af34b62 100644
--- a/Cargo.lock
+++ b/Cargo.lock
@@ -4417,6 +4417,24 @@ dependencies = [
  "quick-error 2.0.1",
 ]
 
+[[package]]
+name = "imageproc"
+version = "0.25.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "602b4e8a4cc3e98372b766cd184ab532999bc0e839b7469e759511ccabc65d77"
+dependencies = [
+ "ab_glyph",
+ "approx",
+ "getrandom 0.2.17",
+ "image",
+ "itertools 0.12.1",
+ "nalgebra",
+ "num",
+ "rand 0.8.6",
+ "rand_distr 0.4.3",
+ "rayon",
+]
+
 [[package]]
 name = "imgref"
 version = "1.12.1"
@@ -4548,6 +4566,15 @@ dependencies = [
  "either",
 ]
 
+[[package]]
+name = "itertools"
+version = "0.12.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "ba291022dbbd398a455acf126c1e341954079855bc60dfdda641363bd6922569"
+dependencies = [
+ "either",
+]
+
 [[package]]
 name = "itertools"
 version = "0.13.0"
@@ -5011,15 +5038,19 @@ dependencies = [
  "base64 0.22.1",
  "blake3",
  "image",
+ "imageproc",
  "kamadak-exif",
  "kebab-config",
  "kebab-core",
  "kebab-llm",
  "kebab-llm-local",
+ "ndarray",
+ "ort",
  "reqwest 0.12.28",
  "serde",
  "serde_json",
  "tempfile",
+ "thiserror 2.0.18",
  "time",
  "tokio",
  "tracing",
@@ -6423,6 +6454,21 @@ version = "0.1.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "13d2233c9842d08cfe13f9eac96e207ca6a2ea10b80259ebe8ad0268be27d2af"
 
+[[package]]
+name = "nalgebra"
+version = "0.32.6"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "7b5c17de023a86f59ed79891b2e5d5a94c705dbe904a5b5c9c952ea6221b03e4"
+dependencies = [
+ "approx",
+ "matrixmultiply",
+ "num-complex",
+ "num-rational",
+ "num-traits",
+ "simba",
+ "typenum",
+]
+
 [[package]]
 name = "native-tls"
 version = "0.2.18"
@@ -8238,6 +8284,15 @@ version = "1.0.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "dd29631678d6fb0903b69223673e122c32e9ae559d0960a38d574695ebc0ea15"
 
+[[package]]
+name = "safe_arch"
+version = "0.7.4"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "96b02de82ddbe1b636e6170c21be622223aea188ef2e139be0a5b219ec215323"
+dependencies = [
+ "bytemuck",
+]
+
 [[package]]
 name = "safetensors"
 version = "0.4.5"
@@ -8615,6 +8670,19 @@ dependencies = [
  "libc",
 ]
 
+[[package]]
+name = "simba"
+version = "0.8.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "061507c94fc6ab4ba1c9a0305018408e312e17c041eb63bef8aa726fa33aceae"
+dependencies = [
+ "approx",
+ "num-complex",
+ "num-traits",
+ "paste",
+ "wide",
+]
+
 [[package]]
 name = "simd-adler32"
 version = "0.3.9"
@@ -10220,6 +10288,16 @@ version = "0.1.12"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "a28ac98ddc8b9274cb41bb4d9d4d5c425b6020c50c46f25559911905610b4a88"
 
+[[package]]
+name = "wide"
+version = "0.7.33"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "0ce5da8ecb62bcd8ec8b7ea19f69a51275e91299be594ea5cc6ef7819e16cd03"
+dependencies = [
+ "bytemuck",
+ "safe_arch",
+]
+
 [[package]]
 name = "winapi"
 version = "0.3.9"
diff --git a/crates/kebab-parse-image/Cargo.toml b/crates/kebab-parse-image/Cargo.toml
index eeacbfc..afa8c56 100644
--- a/crates/kebab-parse-image/Cargo.toml
+++ b/crates/kebab-parse-image/Cargo.toml
@@ -35,6 +35,20 @@ kamadak-exif = "0.6"
 # transitive tokio runtime is brought in once.
 reqwest      = { version = "0.12", default-features = false, features = ["blocking", "json", "rustls-tls"] }
 base64       = { workspace = true }
+thiserror    = { workspace = true }
+# paddle-onnx OCR engine (PP-OCRv5, in-process). We reuse the workspace ort
+# pin (=2.0.0-rc.9) so the ONNX Runtime native lib stays single-versioned with
+# fastembed / kebab-nli (oar-ocr is intentionally NOT a dep — it would pull
+# ort rc.12 + ndarray 0.17, splitting the native `links` and threatening the
+# embedding stack). `download-binaries` extends the pin the same way
+# `kebab-nli/Cargo.toml:23` does: this crate isn't in fastembed's build graph,
+# so a standalone `cargo test -p kebab-parse-image` needs it to link onnxruntime.
+ort          = { workspace = true, features = ["ndarray", "download-binaries"] }
+ndarray      = { workspace = true }
+# imageproc: connected-components / contours for DBNet det post-processing.
+# min-area rotated-rect (rotating calipers) and polygon unclip are implemented
+# in pure Rust (clipper2 is C++ FFI — would break the single-binary guarantee).
+imageproc    = "0.25"
 
 [dev-dependencies]
 tempfile     = { workspace = true }
diff --git a/crates/kebab-parse-image/assets/paddleocr-onnx/NOTICE b/crates/kebab-parse-image/assets/paddleocr-onnx/NOTICE
new file mode 100644
index 0000000..6116434
--- /dev/null
+++ b/crates/kebab-parse-image/assets/paddleocr-onnx/NOTICE
@@ -0,0 +1,33 @@
+PP-OCRv5 mobile ONNX models bundled with kebab (paddle-onnx OCR engine)
+=======================================================================
+
+These model weights and the recognition dictionary are derived from
+PaddleOCR (https://github.com/PaddlePaddle/PaddleOCR), licensed under the
+Apache License, Version 2.0.
+
+  Copyright (c) PaddlePaddle Authors.
+  Licensed under the Apache License, Version 2.0 (the "License");
+  you may not use these files except in compliance with the License.
+  You may obtain a copy of the License at
+      http://www.apache.org/licenses/LICENSE-2.0
+
+Files
+-----
+  ppocrv5_mobile_det.onnx          PP-OCRv5_mobile detection model (DBNet)
+  korean_ppocrv5_mobile_rec.onnx   korean_PP-OCRv5_mobile recognition model (CTC)
+  korean_dict.txt                  recognition dictionary (11,945 chars: KR + Latin + digits + symbols)
+
+These were converted from the official PaddlePaddle inference models to ONNX
+via paddle2onnx for in-process execution with onnxruntime (`ort`). No model
+architecture or weights were modified; only the serialization format changed.
+
+The recognition CTC class layout (empirically confirmed, see
+tests/golden/ctc_rec_golden.json):
+  index 0          = CTC blank
+  index 1..11945   = korean_dict.txt line N -> class N (dict[N-1])
+  index 11946      = space ' '
+  total classes    = 11947 (= 11945 dict + blank + space)
+
+If any post-processing source (min-area-rect / polygon unclip) is later
+ported verbatim from oar-ocr (Apache-2.0), record the per-file provenance
+here as required by the Apache-2.0 attribution clause.
diff --git a/crates/kebab-parse-image/assets/paddleocr-onnx/korean_dict.txt b/crates/kebab-parse-image/assets/paddleocr-onnx/korean_dict.txt
new file mode 100644
index 0000000..e220263
--- /dev/null
+++ b/crates/kebab-parse-image/assets/paddleocr-onnx/korean_dict.txt
@@ -0,0 +1,11945 @@
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diff --git a/crates/kebab-parse-image/tests/golden/ctc_rec_golden.json b/crates/kebab-parse-image/tests/golden/ctc_rec_golden.json
new file mode 100644
index 0000000..550cd16
--- /dev/null
+++ b/crates/kebab-parse-image/tests/golden/ctc_rec_golden.json
@@ -0,0 +1,516 @@
+{
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+  ],
+  "blank_index_confirmed_by_gt": true
+}
\ No newline at end of file
diff --git a/crates/kebab-parse-image/tests/golden/det_boxes_clean_paragraph.json b/crates/kebab-parse-image/tests/golden/det_boxes_clean_paragraph.json
new file mode 100644
index 0000000..32fb2a8
--- /dev/null
+++ b/crates/kebab-parse-image/tests/golden/det_boxes_clean_paragraph.json
@@ -0,0 +1,78 @@
+{
+  "fixture": "clean_paragraph.png",
+  "orig_hw": [
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+    900
+  ],
+  "det_input_hw": [
+    192,
+    896
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+  "unclip_ratio": 1.5,
+  "boxes": [
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+        ],
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+          134
+        ],
+        [
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+          149
+        ],
+        [
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+          150
+        ]
+      ],
+      "score": 0.8724
+    },
+    {
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+        ],
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+          92
+        ],
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+          105
+        ],
+        [
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+      "score": 0.9627
+    },
+    {
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+          60
+        ],
+        [
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+          60
+        ]
+      ],
+      "score": 0.9304
+    }
+  ]
+}
\ No newline at end of file