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JakubGoneramlodyjesieninNorbertKlockiewiczmsluszniak
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feat: port OCR to C++ (#389)
## Description Port the native implementation to C++ ### Type of change - [ ] Bug fix (non-breaking change which fixes an issue) - [x] New feature (non-breaking change which adds functionality) - [ ] Breaking change (fix or feature that would cause existing functionality to not work as expected) - [ ] Documentation update (improves or adds clarity to existing documentation) ### Tested on - [x] iOS - [ ] Android ### Related issues #259 ### Checklist - [x] I have performed a self-review of my code - [ ] I have commented my code, particularly in hard-to-understand areas - [ ] I have updated the documentation accordingly - [ ] My changes generate no new warnings --------- Co-authored-by: mlodyjesienin <[email protected]> Co-authored-by: Norbert Klockiewicz <[email protected]> Co-authored-by: Filip Zieliński <[email protected]> Co-authored-by: Mateusz Sluszniak <[email protected]>
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‎apps/computer-vision/app/object_detection/index.tsx‎

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@@ -43,7 +43,6 @@ export default function ObjectDetectionScreen() {
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if (imageUri) {
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try {
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const output = await ssdLite.forward(imageUri);
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console.log(output);
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setResults(output);
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} catch (e) {
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console.error(e);

‎apps/computer-vision/app/ocr/index.tsx‎

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try {
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const output = await model.forward(imageUri);
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setResults(output);
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console.log(output);
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} catch (e) {
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console.error(e);
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}
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<View style={styles.results}>
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<Text style={styles.resultHeader}>Results</Text>
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<ScrollView style={styles.resultsList}>
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{results.map(({ text, score }) => (
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<View key={text} style={styles.resultRecord}>
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{results.map(({ text, score }, index) => (
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<View key={index} style={styles.resultRecord}>
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<Text style={styles.resultLabel}>{text}</Text>
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<Text>{score.toFixed(3)}</Text>
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</View>

‎apps/computer-vision/app/ocr_vertical/index.tsx‎

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@@ -40,7 +40,6 @@ export default function VerticalOCRScree() {
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try {
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const output = await model.forward(imageUri);
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setResults(output);
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console.log(output);
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} catch (e) {
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console.error(e);
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}
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<View style={styles.results}>
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<Text style={styles.resultHeader}>Results</Text>
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<ScrollView style={styles.resultsList}>
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{results.map(({ text, score }) => (
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<View key={text} style={styles.resultRecord}>
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{results.map(({ text, score }, index) => (
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<View key={index} style={styles.resultRecord}>
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<Text style={styles.resultLabel}>{text}</Text>
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<Text>{score.toFixed(3)}</Text>
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</View>

‎apps/computer-vision/ios/Podfile.lock‎

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React-logger: 8edfcedc100544791cd82692ca5a574240a16219
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React-Mapbuffer: c3f4b608e4a59dd2f6a416ef4d47a14400194468
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React-microtasksnativemodule: 054f34e9b82f02bd40f09cebd4083828b5b2beb6
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react-native-executorch: 98a2d5c0fc2290d473db87f2d6f3bf9dc7b77ab1
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react-native-executorch: d06ae11e5411f0cb798316c4e69cf7d8678da297
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react-native-image-picker: 8a3f16000e794f5381a7fe47bb48fd8d06741e47
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react-native-safe-area-context: 562163222d999b79a51577eda2ea8ad2c32b4d06
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react-native-skia: b6cb66e99a953dae6880348c92cfb20a76d90b4f

‎docs/docs/02-hooks/02-computer-vision/useOCR.md‎

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| Model | Android (XNNPACK) [MB] | iOS (XNNPACK) [MB] |
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| -------------------------------------------------------------------------------------------- | :--------------------: | :----------------: |
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| Detector (CRAFT_800) + Recognizer (CRNN_512) + Recognizer (CRNN_256) + Recognizer (CRNN_128) | 2100 | 1782 |
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| Detector (CRAFT_800) + Recognizer (CRNN_512) + Recognizer (CRNN_256) + Recognizer (CRNN_128) | 1600 | 1700 |
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### Inference time
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**Image Used for Benchmarking:**
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| ![Alt text](../../../static/img/harvard.png) | ![Alt text](../../../static/img/harvard-boxes.png) |
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| -------------------------------------------- | -------------------------------------------------- |
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| Original Image | Image with detected Text Boxes |
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:::warning warning
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Times presented in the tables are measured as consecutive runs of the model. Initial run times may be up to 2x longer due to model loading and initialization.
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:::
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| Model | iPhone 16 Pro (XNNPACK) [ms] | iPhone 14 Pro Max (XNNPACK) [ms] | iPhone SE 3 (XNNPACK) [ms] | Samsung Galaxy S24 (XNNPACK) [ms] | Samsung Galaxy S21 (XNNPACK) [ms] |
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| --------------------- | :--------------------------: | :------------------------------: | :------------------------: | :-------------------------------: | :-------------------------------: |
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| Detector (CRAFT_800) | 2099 | 2227 | ❌ | 2245 | 7108 |
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| Recognizer (CRNN_512) | 70 | 252 | ❌ | 54 | 151 |
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| Recognizer (CRNN_256) | 39 | 123 | ❌ | 24 | 78 |
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| Recognizer (CRNN_128) | 17 | 83 | ❌ | 14 | 39 |
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**Time measurements:**
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| Metric | iPhone 14 Pro Max <br /> [ms] | iPhone 16 Pro <br /> [ms] | iPhone SE 3 | Samsung Galaxy S24 <br /> [ms] | OnePlus 12 <br /> [ms] |
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| ------------------------- | ----------------------------- | ------------------------- | ----------- | ------------------------------ | ---------------------- |
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| **Total Inference Time** | 4330 | 2537 | ❌ | 6648 | 5993 |
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| **Detector (CRAFT_800)** | 1945 | 1809 | ❌ | 2080 | 1961 |
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| **Recognizer (CRNN_512)** | | | | | |
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| ├─ Average Time | 273 | 76 | ❌ | 289 | 252 |
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| ├─ Total Time (3 runs) | 820 | 229 | ❌ | 867 | 756 |
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| **Recognizer (CRNN_256)** | | | | | |
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| ├─ Average Time | 137 | 39 | ❌ | 260 | 229 |
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| ├─ Total Time (7 runs) | 958 | 271 | ❌ | 1818 | 1601 |
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| **Recognizer (CRNN_128)** | | | | | |
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| ├─ Average Time | 68 | 18 | ❌ | 239 | 214 |
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| ├─ Total Time (7 runs) | 478 | 124 | ❌ | 1673 | 1498 |
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❌ - Insufficient RAM.

‎docs/docs/02-hooks/02-computer-vision/useVerticalOCR.md‎

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| Model | Android (XNNPACK) [MB] | iOS (XNNPACK) [MB] |
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| -------------------------------------------------------------------- | :--------------------: | :----------------: |
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| Detector (CRAFT_1280) + Detector (CRAFT_320) + Recognizer (CRNN_512) | 2770 | 3720 |
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| Detector(CRAFT_1280) + Detector(CRAFT_320) + Recognizer (CRNN_64) | 1770 | 2740 |
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| Detector (CRAFT_1280) + Detector (CRAFT_320) + Recognizer (CRNN_512) | 2172 | 2214 |
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| Detector(CRAFT_1280) + Detector(CRAFT_320) + Recognizer (CRNN_64) | 1774 | 1705 |
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### Inference time
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**Image Used for Benchmarking:**
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| ![Alt text](../../../static/img/sales-vertical.jpeg) | ![Alt text](../../../static/img/sales-vertical-boxes.png) |
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| ---------------------------------------------------- | --------------------------------------------------------- |
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| Original Image | Image with detected Text Boxes |
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:::warning warning
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Times presented in the tables are measured as consecutive runs of the model. Initial run times may be up to 2x longer due to model loading and initialization.
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:::
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| Model | iPhone 16 Pro (XNNPACK) [ms] | iPhone 14 Pro Max (XNNPACK) [ms] | iPhone SE 3 (XNNPACK) [ms] | Samsung Galaxy S24 (XNNPACK) [ms] | Samsung Galaxy S21 (XNNPACK) [ms] |
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| --------------------- | :--------------------------: | :------------------------------: | :------------------------: | :-------------------------------: | :-------------------------------: |
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| Detector (CRAFT_1280) | 5457 | 5833 | ❌ | 6296 | 14053 |
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| Detector (CRAFT_320) | 1351 | 1460 | ❌ | 1485 | 3101 |
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| Recognizer (CRNN_512) | 39 | 123 | ❌ | 24 | 78 |
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| Recognizer (CRNN_64) | 10 | 33 | ❌ | 7 | 18 |
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**Time measurements:**
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| Metric | iPhone 14 Pro Max <br /> [ms] | iPhone 16 Pro <br /> [ms] | iPhone SE 3 | Samsung Galaxy S24 <br /> [ms] | OnePlus 12 <br /> [ms] |
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| -------------------------------------------------------------------------- | ----------------------------- | ------------------------- | ----------- | ------------------------------ | ---------------------- |
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| **Total Inference Time** | 9350 / 9620 | 8572 / 8621 | ❌ | 13737 / 10570 | 13436 / 9848 |
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| **Detector (CRAFT_1250)** | 4895 | 4756 | ❌ | 5574 | 5016 |
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| **Detector (CRAFT_320)** | | | | | |
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| ├─ Average Time | 1247 | 1206 | ❌ | 1350 | 1356 |
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| ├─ Total Time (3 runs) | 3741 | 3617 | ❌ | 4050 | 4069 |
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| **Recognizer (CRNN_64)** <br /> (_With Flag `independentChars == true`_) | | | | | |
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| ├─ Average Time | 31 | 9 | ❌ | 195 | 207 |
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| ├─ Total Time (21 runs) | 649 | 191 | ❌ | 4092 | 4339 |
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| **Recognizer (CRNN_512)** <br /> (_With Flag `independentChars == false`_) | | | | | |
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| ├─ Average Time | 306 | 80 | ❌ | 308 | 250 |
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| ├─ Total Time (3 runs) | 919 | 240 | ❌ | 925 | 751 |
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❌ - Insufficient RAM.

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