OCR that returns the page, not just the text.

using LMKit.Extraction.Ocr;
using LMKit.Media.Image;

// Native engine. Language packs auto-download on first use.
using var ocr = new LMKitOcr
{
    EnableNoiseRejection = true   // score each page for genuine text
};

using ImageBuffer image = ImageBuffer.LoadAsRGB(@"C:\scans\invoice.png");
OcrResult result = await ocr.RunAsync(new OcrParameters(image, name: "invoice.png"));

Console.WriteLine(result.PageText);   // reading-order text
Console.WriteLine($"rotation {result.PageRotation}, skew {result.PageSkew:F1}");

if (result.ContentConfidence < OcrResult.ContentConfidenceReviewThreshold)
{
    // likely a photo or texture, not a document: route to review
}

using LMKit.Document.Layout;
using LMKit.Extraction.Ocr;
using LMKit.Media.Image;
using LMKit.Model;

var model = LM.LoadFromModelID("infinity-parser2-flash");
var ocr   = new VlmOcr(model, VlmOcrIntent.LayoutAnalysis);

using ImageBuffer page = ImageBuffer.LoadAsRGB(@"C:\reports\q3-page4.png");
OcrResult result = await ocr.RunAsync(new OcrParameters(page, name: "q3-page4.png"));

foreach (TextElement element in result.TextElements)
{
    // Title, Text, Table (HTML), Formula (LaTeX), Figure, captions, footers...
    Console.WriteLine($"{element.Category,-14} {element.Bounds}");
}

using LMKit.Document.Conversion;
using LMKit.Extraction.Ocr;

using var engine = new LMKitOcr();

// Scan in, searchable PDF out. Works for single images and multi-page inputs.
await ImageToSearchablePdf.ConvertAsync(
    @"C:\scans\contract.tiff",
    engine,
    @"C:\out\contract.pdf");

var model = LM.LoadFromModelID("paddleocr-vl-1.6:0.9b");

var tables   = new VlmOcr(model, VlmOcrIntent.TableRecognition);
var spotting = new VlmOcr(model, VlmOcrIntent.OcrWithCoordinates);

OcrResult regions = await spotting.RunAsync(new OcrParameters(image, name: "form.png"));

foreach (TextElement line in regions.TextElements)
{
    // each recognized region with its quadrilateral, ready for redaction
    Console.WriteLine($"{line.Text} @ {line.Bounds}");
}