From 770b0c1dd7ffd6503ac13d5f1fc3b45ff55a3302 Mon Sep 17 00:00:00 2001 From: Scott Pruett Date: Thu, 2 Jun 2022 19:28:30 -0400 Subject: [PATCH] local OCR --- src/local_ocr.rs | 109 +++++++++++++++++++++++++++++++++ src/main.rs | 1 + src/test_data/test-image-1.png | Bin 0 -> 54418 bytes src/test_data/test-image-2.png | Bin 0 -> 51984 bytes 4 files changed, 110 insertions(+) create mode 100644 src/local_ocr.rs create mode 100644 src/test_data/test-image-1.png create mode 100644 src/test_data/test-image-2.png diff --git a/src/local_ocr.rs b/src/local_ocr.rs new file mode 100644 index 0000000..5717928 --- /dev/null +++ b/src/local_ocr.rs @@ -0,0 +1,109 @@ +use image::{RgbImage, DynamicImage, Rgb}; +use img_hash::{image::GenericImageView, ImageHash}; + +use crate::image_processing; + +#[derive(Debug)] +struct BoundingBox { + x: u32, + y: u32, + width: u32, + height: u32 +} + +fn column_has_any_dark(image: &RgbImage, x: u32) -> bool { + for y in 0..image.height() { + let [r, g, b] = image.get_pixel(x, y).0; + if r < 100 && g < 100 && b < 100 { + return true; + } + } + false +} + +fn row_has_any_dark(image: &RgbImage, y: u32, start_x: u32, width: u32) -> bool { + for x in start_x..(start_x + width) { + let [r, g, b] = image.get_pixel(x, y).0; + if r < 100 && g < 100 && b < 100 { + return true + } + } + false +} + +fn take_while bool>(image: &RgbImage, x: &mut u32, max: u32, f: F) { + while *x < max && f(*x) { + *x = *x + 1; + } +} + +fn get_character_bounding_boxes(image: &RgbImage) -> Vec { + let mut x = 0; + let mut boxes = Vec::new(); + while x < image.width() { + take_while(image, &mut x, image.width(), |x| !column_has_any_dark(image, x)); + + let start_x = x; + take_while(image, &mut x, image.width(), |x| column_has_any_dark(image, x)); + let width = x - start_x; + + if width > 2 { + let mut y = 0; + take_while(image, &mut y, image.height(), |y| !row_has_any_dark(image, y, start_x, width)); + + let start_y = y; + + let mut inverse_y = 1; + take_while(image, &mut inverse_y, image.height(), |y| !row_has_any_dark(image, image.height() - y, start_x, width)); + let end_y = image.height() - inverse_y - 1; + boxes.push(BoundingBox{ + x, + y: start_y, + width, + height: end_y - start_y, + }); + } + } + boxes +} + +fn trim_to_bounding_box(image: &RgbImage, bounding_box: &BoundingBox) -> RgbImage { + let mut buffer = RgbImage::new(bounding_box.width, bounding_box.height); + for y in 0..bounding_box.height { + for x in 0..bounding_box.width { + buffer.put_pixel(x, y, *image.get_pixel(bounding_box.x + x, bounding_box.y + y)); + } + } + buffer +} + +fn compute_box_hashes(image: &RgbImage) -> Vec { + let mut hashes = Vec::new(); + + let boxes = get_character_bounding_boxes(image); + for bounding_box in boxes { + let trimmed = trim_to_bounding_box(image, &bounding_box); + hashes.push(image_processing::hash_image(&trimmed)) + } + hashes +} + +#[test] +fn test_bounding_boxes() { + let image_bytes = include_bytes!("test_data/test-image-2.png"); + let image = image::load_from_memory(image_bytes).unwrap().to_rgb8(); + let boxes = get_character_bounding_boxes(&image); + assert_eq!(boxes.len(), 10); + assert_ne!(boxes[0].x, 0); + assert_ne!(boxes[0].y, 0); + assert_ne!(boxes[0].height, 0); + assert_ne!(boxes[0].width, 0); +} + +#[test] +fn test_box_hashes() { + let image_bytes = include_bytes!("test_data/test-image-2.png"); + let image = image::load_from_memory(image_bytes).unwrap().to_rgb8(); + let hashes = compute_box_hashes(&image); + assert_eq!(hashes.len(), 10); +} diff --git a/src/main.rs b/src/main.rs index afee225..292f34a 100644 --- a/src/main.rs +++ b/src/main.rs @@ -7,6 +7,7 @@ mod image_processing; mod ocr; mod state; mod stats_writer; +mod local_ocr; use std::{ collections::HashMap, diff --git a/src/test_data/test-image-1.png b/src/test_data/test-image-1.png new file mode 100644 index 0000000000000000000000000000000000000000..4e37f583c3792511ba98b0e5229ef7e346144c71 GIT binary patch literal 54418 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