From 48d8dae0af60770cbf660a3a1216c5d475d84c6d Mon Sep 17 00:00:00 2001 From: LewisCollum Date: Tue, 11 Feb 2020 02:07:13 -0500 Subject: [PATCH] Loading and Viewing GTSRB Dataset --- .../02_CarNDTrafficSignClassifier/README.org | 125 ++++++++++++++++-- .../02_CarNDTrafficSignClassifier/README.pdf | Bin 107278 -> 114496 bytes .../figure/batchView.png | Bin 0 -> 140044 bytes .../source/batch.py | 12 ++ .../source/common.py | 7 + research/research.org | 2 +- 6 files changed, 136 insertions(+), 10 deletions(-) create mode 100644 research/02_TrafficSignClassification/02_CarNDTrafficSignClassifier/figure/batchView.png create mode 100644 research/02_TrafficSignClassification/02_CarNDTrafficSignClassifier/source/batch.py create mode 100644 research/02_TrafficSignClassification/02_CarNDTrafficSignClassifier/source/common.py diff --git a/research/02_TrafficSignClassification/02_CarNDTrafficSignClassifier/README.org b/research/02_TrafficSignClassification/02_CarNDTrafficSignClassifier/README.org index 63ad186..a53a98b 100644 --- a/research/02_TrafficSignClassification/02_CarNDTrafficSignClassifier/README.org +++ b/research/02_TrafficSignClassification/02_CarNDTrafficSignClassifier/README.org @@ -10,7 +10,7 @@ internal directories around (and changes their name) to match my prefered directory convention. #+begin_src bash -dataset=GTSRB-Training_fixed.zip +dataset=GTSRB_Final_Training_Images.zip if [[ ! -d "data" ]]; then wget https://sid.erda.dk/public/archives/daaeac0d7ce1152aea9b61d9f1e19370/$dataset @@ -18,21 +18,126 @@ if [[ ! -d "data" ]]; then rm -f $dataset fi; -if [[ -d "data/GTSRB/Training" ]]; then - mv "data/GTSRB/Training/" "data/train" - rm -rf "data/GTSRB" - mv "data/train/Readme.txt" "data/README_GTSRB" -fi; +mv "data/GTSRB/Final_Training/Images" "data/train" +mv "data/GTSRB/Readme-Images.txt" "data/README_GTSRB" +rm -rf "data/GTSRB" echo "DONE!" #+end_src -* Load the Data +* Common Variables =common.py= - #+begin_src python :tangle source_signs/common.py -trainPath = "../image/train" + #+begin_src python :tangle source/common.py +import pandas + +signNames = pandas.read_csv("../data/signnames.csv")['SignName'].values + +trainPath = "../data/train" +modelPath = "./model" +imageSize = 30 + #+end_src + +* Class Names + #+begin_src python :tangle +import common +for i, name in enumerate(common.signNames): + print(i, name) + #+end_src + + #+RESULTS: + #+begin_example + 0 Speed limit (20km/h) + 1 Speed limit (30km/h) + 2 Speed limit (50km/h) + 3 Speed limit (60km/h) + 4 Speed limit (70km/h) + 5 Speed limit (80km/h) + 6 End of speed limit (80km/h) + 7 Speed limit (100km/h) + 8 Speed limit (120km/h) + 9 No passing + 10 No passing for vehicles over 3.5 metric tons + 11 Right-of-way at the next intersection + 12 Priority road + 13 Yield + 14 Stop + 15 No vehicles + 16 Vehicles over 3.5 metric tons prohibited + 17 No entry + 18 General caution + 19 Dangerous curve to the left + 20 Dangerous curve to the right + 21 Double curve + 22 Bumpy road + 23 Slippery road + 24 Road narrows on the right + 25 Road work + 26 Traffic signals + 27 Pedestrians + 28 Children crossing + 29 Bicycles crossing + 30 Beware of ice/snow + 31 Wild animals crossing + 32 End of all speed and passing limits + 33 Turn right ahead + 34 Turn left ahead + 35 Ahead only + 36 Go straight or right + 37 Go straight or left + 38 Keep right + 39 Keep left + 40 Roundabout mandatory + 41 End of no passing + 42 End of no passing by vehicles over 3.5 metric tons + #+end_example + +* Load Images using keras.preprocessing + #+begin_src python :tangle source/batch.py :results silent +from keras.preprocessing.image import ImageDataGenerator + +import common +size = 32 + +trainGenerator = ImageDataGenerator(rescale=1./255) +trainIterator = trainGenerator.flow_from_directory( + directory = common.trainPath, + batch_size = size, + shuffle = True, + target_size = (common.imageSize, common.imageSize)) + #+end_src + +* View a Batch + #+begin_src python :results silent :async +import matplotlib.pyplot as pyplot + +import common +import batch +from textwrap import wrap + +columns = 5 +rows = 5 + +def show_batch(image_batch, label_batch): + pyplot.figure(figsize=(10,10)) + pyplot.subplots_adjust(hspace = .6) + for n in range(min(columns*rows, batch.size)): + ax = pyplot.subplot(rows, columns, n+1) + pyplot.imshow(image_batch[n]) + title = common.signNames[label_batch[n] == 1][0].title() + wrappedTitle = "\n".join(wrap(title, 18)) + pyplot.title(wrappedTitle, fontsize=10) + pyplot.axis('off') + +image_batch, label_batch = next(batch.trainIterator) +show_batch(image_batch, label_batch) + +pyplot.tight_layout() +pyplot.savefig('../figure/batchView.png') #+end_src + + [[./figure/batchView.png]] + * Resources #+begin_export latex \scriptsize @@ -44,3 +149,5 @@ trainPath = "../image/train" *** Dataset - 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