Corpus ID: 17991431

Multi-digit Number Recognition from Street View Imagery using Deep Convolutional Neural Networks

  title={Multi-digit Number Recognition from Street View Imagery using Deep Convolutional Neural Networks},
  author={Ian J. Goodfellow and Yaroslav Bulatov and J. Ibarz and Sacha Arnoud and V. Shet},
  • Ian J. Goodfellow, Yaroslav Bulatov, +2 authors V. Shet
  • Published 2014
  • Computer Science
  • CoRR
  • Abstract: Recognizing arbitrary multi-character text in unconstrained natural photographs is a hard problem. In this paper, we address an equally hard sub-problem in this domain viz. recognizing arbitrary multi-digit numbers from Street View imagery. Traditional approaches to solve this problem typically separate out the localization, segmentation, and recognition steps. In this paper we propose a unified approach that integrates these three steps via the use of a deep convolutional neural… CONTINUE READING
    Recognizing Characters From Google Street View Images
    • 1
    • PDF
    Optical character recognition using deep recurrent attention model
    • 1
    Reading numbers in natural scene images with convolutional neural networks
    • 4
    Deep Face Recognition
    • 2,974
    • PDF
    Synthetic Data and Artificial Neural Networks for Natural Scene Text Recognition
    • 500
    • Highly Influenced
    • PDF
    Hybrid CNN-HMM Model for Street View House Number Recognition
    • 6
    • PDF
    Deep Structured Output Learning for Unconstrained Text Recognition
    • 163
    • Highly Influenced
    • PDF


    Publications referenced by this paper.
    Reading Digits in Natural Images with Unsupervised Feature Learning
    • 2,340
    • PDF
    ImageNet classification with deep convolutional neural networks
    • 52,359
    • PDF
    Convolutional neural networks applied to house numbers digit classification
    • 381
    • PDF
    Gradient-based learning applied to document recognition
    • 24,372
    • PDF
    Rich Feature Hierarchies for Accurate Object Detection and Semantic Segmentation
    • 11,441
    • PDF
    What is the best multi-stage architecture for object recognition?
    • 1,769
    • Highly Influential
    • PDF
    Deep Neural Networks for Object Detection
    • 900
    • PDF
    Visualizing and Understanding Convolutional Networks
    • 8,307
    • PDF
    Large Scale Distributed Deep Networks
    • 2,373
    • PDF