public void TestSimple() { Global.SetEnv("debug", Global.GetEnv("debug") + ""); // image file name to recognize string imgFileName = "line.png"; string imgCsegFileName = "line.cseg.png"; string imgTranscriptFileName = "line.txt"; // line recognizer Linerec lrec = (Linerec)Linerec.LoadLinerec("default.model"); //Linerec lrec = (Linerec)Linerec.LoadLinerec("2m2-reject.cmodel"); //Linerec lrec = (Linerec)Linerec.LoadLinerec("multi3.cmodel"); //Linerec lrec = (Linerec)Linerec.LoadLinerec("latin-ascii.model"); lrec.Info(); // language model OcroFST default_lmodel = OcroFST.MakeOcroFst(); default_lmodel.Load("default.fst"); OcroFST lmodel = default_lmodel; // read image Bytearray image = new Bytearray(1, 1); ImgIo.read_image_gray(image, imgFileName); // recognize! OcroFST fst = OcroFST.MakeOcroFst(); Intarray rseg = new Intarray(); lrec.RecognizeLine(rseg, fst, image); // show result 1 string resStr; fst.BestPath(out resStr); Console.WriteLine("Fst BestPath: {0}", resStr); // find result 2 Intarray v1 = new Intarray(); Intarray v2 = new Intarray(); Intarray inp = new Intarray(); Intarray outp = new Intarray(); Floatarray c = new Floatarray(); BeamSearch.beam_search(v1, v2, inp, outp, c, fst, lmodel, 100); FstUtil.remove_epsilons(out resStr, outp); Console.WriteLine("Fst BeamSearch: {0}", resStr); Intarray cseg = new Intarray(); SegmRoutine.rseg_to_cseg(cseg, rseg, inp); SegmRoutine.make_line_segmentation_white(cseg); ImgLabels.simple_recolor(cseg); // for human readable ImgIo.write_image_packed(imgCsegFileName, cseg); File.WriteAllText(imgTranscriptFileName, resStr.Replace(" ", "")); }
/// <summary> /// Create char segmentation (cseg) files if missing /// </summary> /// <param name="bookPath">path to bookstore</param> /// <param name="modelFilename">Linerec model file</param> /// <param name="langModel">language model file</param> /// <param name="suffix">e.g., 'gt'</param> public void ComputeMissingCsegForBookStore(string bookPath, string model = "default.model", string suffix = "", bool saveRseg = false, string langModel = "default.fst") { // create line recognizer Linerec linerec = Linerec.LoadLinerec(model); // create IBookStore IBookStore bookstore = new SmartBookStore(); bookstore.SetPrefix(bookPath); bookstore.Info(); // language model OcroFST lmodel = OcroFST.MakeOcroFst(); lmodel.Load(langModel); // iterate lines of pages for (int page = 0; page < bookstore.NumberOfPages(); page++) { int nlines = bookstore.LinesOnPage(page); Console.WriteLine("Page {0} has {1} lines", page, nlines); for (int j = 0; j < nlines; j++) { int line = bookstore.GetLineId(page, j); Bytearray image = new Bytearray(); bookstore.GetLine(image, page, line); Intarray cseg = new Intarray(); bookstore.GetCharSegmentation(cseg, page, line, suffix); // check missing cseg file if (cseg.Length() <= 0 && image.Length() > 0) { // recognize line OcroFST fst = OcroFST.MakeOcroFst(); Intarray rseg = new Intarray(); linerec.RecognizeLine(rseg, fst, image); // find best results string resText; Intarray inp = new Intarray(); Floatarray costs = new Floatarray(); double totalCost = BeamSearch.beam_search(out resText, inp, costs, fst, lmodel, 100); Console.WriteLine(bookstore.PathFile(page, line, suffix)); Console.Write(" beam_search score: {0}", totalCost); /*string resText2; * fst.BestPath(out resText2);*/ // write cseg to bookstore string trans; bookstore.GetLine(out trans, page, line, suffix); resText = resText.Replace(" ", ""); if (String.IsNullOrEmpty(trans)) { bookstore.PutLine(resText, page, line, suffix); Console.Write("; transcript saved"); } else if (trans == resText) { // convert inputs and rseg to cseg SegmRoutine.rseg_to_cseg(cseg, rseg, inp); bookstore.PutCharSegmentation(cseg, page, line, suffix); Console.Write("; cseg saved"); } else if (saveRseg) { // convert inputs and rseg to cseg SegmRoutine.rseg_to_cseg(cseg, rseg, inp); //SegmRoutine.remove_small_components(cseg, 4); /*bookstore.PutCharSegmentation(cseg, page, line, suffix); * Console.Write("; cseg saved");*/ SegmRoutine.make_line_segmentation_white(cseg); ImgLabels.simple_recolor(cseg); string v = "rseg"; if (!String.IsNullOrEmpty(suffix)) { v += "."; v += suffix; } string rsegpath = bookstore.PathFile(page, line, v, "png"); ImgIo.write_image_packed(rsegpath, cseg); Console.Write("; rseg saved"); } Console.WriteLine(); } } } }