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- // (C) Copyright 2017, Google Inc.
- // Licensed under the Apache License, Version 2.0 (the "License");
- // you may not use this file except in compliance with the License.
- // You may obtain a copy of the License at
- // http://www.apache.org/licenses/LICENSE-2.0
- // Unless required by applicable law or agreed to in writing, software
- // distributed under the License is distributed on an "AS IS" BASIS,
- // WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
- // See the License for the specific language governing permissions and
- // limitations under the License.
- #include "include_gunit.h"
- #include "cycletimer.h" // for CycleTimer
- #include "log.h" // for LOG
- #include "ocrblock.h" // for class BLOCK
- #include "pageres.h"
- #include <tesseract/baseapi.h>
- #include <allheaders.h>
- #include "gmock/gmock-matchers.h"
- #include <memory>
- #include <regex>
- #include <string>
- #include <vector>
- namespace tesseract {
- using ::testing::ContainsRegex;
- using ::testing::HasSubstr;
- static const char *langs[] = {"eng", "vie", "hin", "ara", nullptr};
- static const char *image_files[] = {"HelloGoogle.tif", "viet.tif", "raaj.tif", "arabic.tif",
- nullptr};
- static const char *gt_text[] = {"Hello Google", "\x74\x69\xe1\xba\xbf\x6e\x67",
- "\xe0\xa4\xb0\xe0\xa4\xbe\xe0\xa4\x9c",
- "\xd8\xa7\xd9\x84\xd8\xb9\xd8\xb1\xd8\xa8\xd9\x8a", nullptr};
- class FriendlyTessBaseAPI : public tesseract::TessBaseAPI {
- FRIEND_TEST(TesseractTest, LSTMGeometryTest);
- };
- std::string GetCleanedTextResult(tesseract::TessBaseAPI *tess, Image pix) {
- tess->SetImage(pix);
- char *result = tess->GetUTF8Text();
- std::string ocr_result = result;
- delete[] result;
- trim(ocr_result);
- return ocr_result;
- }
- // The fixture for testing Tesseract.
- class TesseractTest : public testing::Test {
- protected:
- static std::string TestDataNameToPath(const std::string &name) {
- return file::JoinPath(TESTING_DIR, name);
- }
- static std::string TessdataPath() {
- return TESSDATA_DIR;
- }
- };
- // Test static TessBaseAPI (like it is used by tesserocr).
- TEST_F(TesseractTest, StaticTessBaseAPI) {
- static tesseract::TessBaseAPI api;
- api.End();
- }
- // Tests that Tesseract gets exactly the right answer on phototest.
- TEST_F(TesseractTest, BasicTesseractTest) {
- tesseract::TessBaseAPI api;
- std::string truth_text;
- std::string ocr_text;
- if (api.Init(TessdataPath().c_str(), "eng", tesseract::OEM_TESSERACT_ONLY) != -1) {
- Image src_pix = pixRead(TestDataNameToPath("phototest.tif").c_str());
- CHECK(src_pix);
- ocr_text = GetCleanedTextResult(&api, src_pix);
- CHECK_OK(
- file::GetContents(TestDataNameToPath("phototest.gold.txt"), &truth_text, file::Defaults()));
- trim(truth_text);
- EXPECT_STREQ(truth_text.c_str(), ocr_text.c_str());
- src_pix.destroy();
- } else {
- // eng.traineddata not found.
- GTEST_SKIP();
- }
- }
- // Test that api.GetComponentImages() will return a set of images for
- // paragraphs even if text recognition was not run.
- TEST_F(TesseractTest, IteratesParagraphsEvenIfNotDetected) {
- tesseract::TessBaseAPI api;
- if (api.Init(TessdataPath().c_str(), "eng", tesseract::OEM_TESSERACT_ONLY) != -1) {
- api.SetPageSegMode(tesseract::PSM_SINGLE_BLOCK);
- api.SetVariable("paragraph_debug_level", "3");
- #if 0 // TODO: b622.png is missing
- Pix* src_pix = pixRead(TestDataNameToPath("b622.png").c_str());
- CHECK(src_pix);
- api.SetImage(src_pix);
- Boxa* para_boxes =
- api.GetComponentImages(tesseract::RIL_PARA, true, nullptr, nullptr);
- EXPECT_TRUE(para_boxes != nullptr);
- Boxa* block_boxes =
- api.GetComponentImages(tesseract::RIL_BLOCK, true, nullptr, nullptr);
- EXPECT_TRUE(block_boxes != nullptr);
- // TODO(eger): Get paragraphs out of this page pre-text.
- EXPECT_GE(boxaGetCount(para_boxes), boxaGetCount(block_boxes));
- boxaDestroy(&block_boxes);
- boxaDestroy(¶_boxes);
- src_pix.destroy();
- #endif
- } else {
- // eng.traineddata not found.
- GTEST_SKIP();
- }
- }
- // We should get hOCR output and not seg fault, even if the api caller doesn't
- // call SetInputName().
- TEST_F(TesseractTest, HOCRWorksWithoutSetInputName) {
- tesseract::TessBaseAPI api;
- if (api.Init(TessdataPath().c_str(), "eng", tesseract::OEM_TESSERACT_ONLY) == -1) {
- // eng.traineddata not found.
- GTEST_SKIP();
- }
- Image src_pix = pixRead(TestDataNameToPath("HelloGoogle.tif").c_str());
- CHECK(src_pix);
- api.SetImage(src_pix);
- char *result = api.GetHOCRText(0);
- EXPECT_TRUE(result != nullptr);
- EXPECT_THAT(result, HasSubstr("Hello"));
- EXPECT_THAT(result, HasSubstr("<div class='ocr_page'"));
- delete[] result;
- src_pix.destroy();
- }
- // hOCR output should contain baseline info for upright textlines.
- TEST_F(TesseractTest, HOCRContainsBaseline) {
- tesseract::TessBaseAPI api;
- if (api.Init(TessdataPath().c_str(), "eng", tesseract::OEM_TESSERACT_ONLY) == -1) {
- // eng.traineddata not found.
- GTEST_SKIP();
- }
- Image src_pix = pixRead(TestDataNameToPath("HelloGoogle.tif").c_str());
- CHECK(src_pix);
- api.SetInputName("HelloGoogle.tif");
- api.SetImage(src_pix);
- char *result = api.GetHOCRText(0);
- EXPECT_TRUE(result != nullptr);
- EXPECT_THAT(result, HasSubstr("Hello"));
- EXPECT_TRUE(std::regex_search(
- result, std::regex{"<span class='ocr_line'[^>]* baseline [-.0-9]+ [-.0-9]+"}));
- delete[] result;
- src_pix.destroy();
- }
- // Tests that Tesseract gets exactly the right answer on some page numbers.
- TEST_F(TesseractTest, AdaptToWordStrTest) {
- #ifdef DISABLED_LEGACY_ENGINE
- // Skip test because TessBaseAPI::AdaptToWordStr is missing.
- GTEST_SKIP();
- #else
- static const char *kTrainingPages[] = {"136.tif", "256.tif", "410.tif", "432.tif", "540.tif",
- "692.tif", "779.tif", "793.tif", "808.tif", "815.tif",
- "12.tif", "12.tif", nullptr};
- static const char *kTrainingText[] = {"1 3 6", "2 5 6", "4 1 0", "4 3 2", "5 4 0",
- "6 9 2", "7 7 9", "7 9 3", "8 0 8", "8 1 5",
- "1 2", "1 2", nullptr};
- static const char *kTestPages[] = {"324.tif", "433.tif", "12.tif", nullptr};
- static const char *kTestText[] = {"324", "433", "12", nullptr};
- tesseract::TessBaseAPI api;
- std::string truth_text;
- std::string ocr_text;
- if (api.Init(TessdataPath().c_str(), "eng", tesseract::OEM_TESSERACT_ONLY) == -1) {
- // eng.traineddata not found.
- GTEST_SKIP();
- }
- api.SetVariable("matcher_sufficient_examples_for_prototyping", "1");
- api.SetVariable("classify_class_pruner_threshold", "220");
- // Train on the training text.
- for (int i = 0; kTrainingPages[i] != nullptr; ++i) {
- std::string image_file = TestDataNameToPath(kTrainingPages[i]);
- Image src_pix = pixRead(image_file.c_str());
- CHECK(src_pix);
- api.SetImage(src_pix);
- EXPECT_TRUE(api.AdaptToWordStr(tesseract::PSM_SINGLE_WORD, kTrainingText[i]))
- << "Failed to adapt to text \"" << kTrainingText[i] << "\" on image " << image_file;
- src_pix.destroy();
- }
- // Test the test text.
- api.SetVariable("tess_bn_matching", "1");
- api.SetPageSegMode(tesseract::PSM_SINGLE_WORD);
- for (int i = 0; kTestPages[i] != nullptr; ++i) {
- Image src_pix = pixRead(TestDataNameToPath(kTestPages[i]).c_str());
- CHECK(src_pix);
- ocr_text = GetCleanedTextResult(&api, src_pix);
- trim(truth_text);
- EXPECT_STREQ(kTestText[i], ocr_text.c_str());
- src_pix.destroy();
- }
- #endif
- }
- // Tests that LSTM gets exactly the right answer on phototest.
- TEST_F(TesseractTest, BasicLSTMTest) {
- tesseract::TessBaseAPI api;
- std::string truth_text;
- std::string ocr_text;
- if (api.Init(TessdataPath().c_str(), "eng", tesseract::OEM_LSTM_ONLY) == -1) {
- // eng.traineddata not found.
- GTEST_SKIP();
- }
- Image src_pix = pixRead(TestDataNameToPath("phototest_2.tif").c_str());
- CHECK(src_pix);
- ocr_text = GetCleanedTextResult(&api, src_pix);
- CHECK_OK(
- file::GetContents(TestDataNameToPath("phototest.gold.txt"), &truth_text, file::Defaults()));
- trim(truth_text);
- EXPECT_STREQ(truth_text.c_str(), ocr_text.c_str());
- src_pix.destroy();
- }
- // Test that LSTM's character bounding boxes are properly converted to
- // Tesseract structures. Note that we can't guarantee that LSTM's
- // character boxes fall completely within Tesseract's word box because
- // the baseline denormalization/normalization transforms may introduce
- // errors due to float/int conversions (e.g., see OUTLINE::move() in
- // ccstruct/poutline.h) Instead, we do a loose check.
- TEST_F(TesseractTest, LSTMGeometryTest) {
- Image src_pix = pixRead(TestDataNameToPath("deslant.tif").c_str());
- FriendlyTessBaseAPI api;
- if (api.Init(TessdataPath().c_str(), "eng", tesseract::OEM_LSTM_ONLY) == -1) {
- // eng.traineddata not found.
- GTEST_SKIP();
- }
- api.SetImage(src_pix);
- ASSERT_EQ(api.Recognize(nullptr), 0);
- const PAGE_RES *page_res = api.GetPageRes();
- PAGE_RES_IT page_res_it(const_cast<PAGE_RES *>(page_res));
- page_res_it.restart_page();
- BLOCK *block = page_res_it.block()->block;
- CHECK(block);
- // extract word and character boxes for each word
- for (page_res_it.restart_page(); page_res_it.word() != nullptr; page_res_it.forward()) {
- WERD_RES *word = page_res_it.word();
- CHECK(word);
- CHECK(word->best_choice);
- CHECK_GT(word->best_choice->length(), 0);
- CHECK(word->word);
- CHECK(word->box_word);
- // tesseract's word box
- TBOX tess_blob_box;
- tess_blob_box = word->word->bounding_box();
- tess_blob_box.rotate(block->re_rotation());
- // verify that each of LSTM's character boxes lies close to within
- // tesseract's word box
- for (int i = 0; i < word->box_word->length(); ++i) {
- TBOX lstm_blob_box = word->box_word->BlobBox(i);
- // LSTM character box should not spill out of tesseract word box
- // by more than a few pixels in any direction
- EXPECT_LT(tess_blob_box.left() - lstm_blob_box.left(), 5);
- EXPECT_LT(lstm_blob_box.right() - tess_blob_box.right(), 5);
- EXPECT_LT(tess_blob_box.bottom() - lstm_blob_box.bottom(), 5);
- EXPECT_LT(lstm_blob_box.top() - tess_blob_box.top(), 5);
- }
- }
- src_pix.destroy();
- }
- TEST_F(TesseractTest, InitConfigOnlyTest) {
- // Languages for testing initialization.
- const char *langs[] = {"eng", "chi_tra", "jpn", "vie"};
- std::unique_ptr<tesseract::TessBaseAPI> api;
- CycleTimer timer;
- for (auto &lang : langs) {
- api = std::make_unique<tesseract::TessBaseAPI>();
- timer.Restart();
- EXPECT_EQ(0, api->Init(TessdataPath().c_str(), lang, tesseract::OEM_TESSERACT_ONLY));
- timer.Stop();
- LOG(INFO) << "Lang " << lang << " took " << timer.GetInMs() << "ms in regular init";
- }
- // Init variables to set for config-only initialization.
- std::vector<std::string> vars_vec, vars_values;
- vars_vec.emplace_back("tessedit_init_config_only");
- vars_values.emplace_back("1");
- LOG(INFO) << "Switching to config only initialization:";
- for (auto &lang : langs) {
- api = std::make_unique<tesseract::TessBaseAPI>();
- timer.Restart();
- EXPECT_EQ(0, api->Init(TessdataPath().c_str(), lang, tesseract::OEM_TESSERACT_ONLY, nullptr, 0,
- &vars_vec, &vars_values, false));
- timer.Stop();
- LOG(INFO) << "Lang " << lang << " took " << timer.GetInMs() << "ms in config-only init";
- }
- }
- // Tests if two instances of Tesseract/LSTM can co-exist in the same thread.
- // NOTE: This is not an exhaustive test and current support for multiple
- // instances in Tesseract is fragile. This test is intended largely as a means
- // of detecting and guarding against the existing support being possibly broken
- // by future CLs. TessBaseAPI instances are initialized using the default
- // OEM_DEFAULT mode.
- TEST(TesseractInstanceTest, TestMultipleTessInstances) {
- int num_langs = 0;
- while (langs[num_langs] != nullptr) {
- ++num_langs;
- }
- const std::string kTessdataPath = TESSDATA_DIR;
- // Preload images and verify that OCR is correct on them individually.
- std::vector<Image > pix(num_langs);
- for (int i = 0; i < num_langs; ++i) {
- std::string tracestring = "Single instance test with lang = ";
- tracestring += langs[i];
- SCOPED_TRACE(tracestring);
- std::string path = file::JoinPath(TESTING_DIR, image_files[i]);
- pix[i] = pixRead(path.c_str());
- QCHECK(pix[i] != nullptr) << "Could not read " << path;
- tesseract::TessBaseAPI tess;
- EXPECT_EQ(0, tess.Init(kTessdataPath.c_str(), langs[i]));
- std::string ocr_result = GetCleanedTextResult(&tess, pix[i]);
- EXPECT_STREQ(gt_text[i], ocr_result.c_str());
- }
- // Process the images in all pairwise combinations of associated languages.
- std::string ocr_result[2];
- for (int i = 0; i < num_langs; ++i) {
- for (int j = i + 1; j < num_langs; ++j) {
- tesseract::TessBaseAPI tess1, tess2;
- tess1.Init(kTessdataPath.c_str(), langs[i]);
- tess2.Init(kTessdataPath.c_str(), langs[j]);
- ocr_result[0] = GetCleanedTextResult(&tess1, pix[i]);
- ocr_result[1] = GetCleanedTextResult(&tess2, pix[j]);
- EXPECT_FALSE(strcmp(gt_text[i], ocr_result[0].c_str()) ||
- strcmp(gt_text[j], ocr_result[1].c_str()))
- << "OCR failed on language pair " << langs[i] << "-" << langs[j];
- }
- }
- for (int i = 0; i < num_langs; ++i) {
- pix[i].destroy();
- }
- }
- // Tests whether Tesseract parameters are correctly set for the two instances.
- TEST(TesseractInstanceTest, TestMultipleTessInstanceVariables) {
- std::string illegal_name = "an_illegal_name";
- std::string langs[2] = {"eng", "hin"};
- std::string int_param_name = "tessedit_pageseg_mode";
- int int_param[2] = {1, 2};
- std::string int_param_str[2] = {"1", "2"};
- std::string bool_param_name = "tessedit_ambigs_training";
- bool bool_param[2] = {false, true};
- std::string bool_param_str[2] = {"F", "T"};
- std::string str_param_name = "tessedit_char_blacklist";
- std::string str_param[2] = {"abc", "def"};
- std::string double_param_name = "segment_penalty_dict_frequent_word";
- std::string double_param_str[2] = {"0.01", "2"};
- double double_param[2] = {0.01, 2};
- const std::string kTessdataPath = TESSDATA_DIR;
- tesseract::TessBaseAPI tess1, tess2;
- for (int i = 0; i < 2; ++i) {
- tesseract::TessBaseAPI *api = (i == 0) ? &tess1 : &tess2;
- api->Init(kTessdataPath.c_str(), langs[i].c_str());
- api->SetVariable(illegal_name.c_str(), "none");
- api->SetVariable(int_param_name.c_str(), int_param_str[i].c_str());
- api->SetVariable(bool_param_name.c_str(), bool_param_str[i].c_str());
- api->SetVariable(str_param_name.c_str(), str_param[i].c_str());
- api->SetVariable(double_param_name.c_str(), double_param_str[i].c_str());
- }
- for (int i = 0; i < 2; ++i) {
- tesseract::TessBaseAPI *api = (i == 0) ? &tess1 : &tess2;
- EXPECT_FALSE(api->GetStringVariable(illegal_name.c_str()));
- int intvar;
- EXPECT_TRUE(api->GetIntVariable(int_param_name.c_str(), &intvar));
- EXPECT_EQ(int_param[i], intvar);
- bool boolvar;
- EXPECT_TRUE(api->GetBoolVariable(bool_param_name.c_str(), &boolvar));
- EXPECT_EQ(bool_param[i], boolvar);
- EXPECT_STREQ(str_param[i].c_str(), api->GetStringVariable(str_param_name.c_str()));
- double doublevar;
- EXPECT_TRUE(api->GetDoubleVariable(double_param_name.c_str(), &doublevar));
- EXPECT_EQ(double_param[i], doublevar);
- }
- }
- } // namespace tesseract
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