mlsanityData to 7 Oct 2026

Global License Plate Dataset

arXiv 2405.10949 ↗First posted 22 Mar 2024cs.CVcited by 0

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Abstract (arXiv)

In the pursuit of advancing the state-of-the-art (SOTA) in road safety, traffic monitoring, surveillance, and logistics automation, we introduce the Global License Plate Dataset (GLPD). The dataset consists of over 5 million images, including diverse samples captured from 74 countries with meticulous annotations, including license plate characters, license plate segmentation masks, license plate corner vertices, as well as vehicle make, colour, and model. We also include annotated data on more classes, such as pedestrians, vehicles, roads, etc. We include a statistical analysis of the dataset, and provide baseline efficient and accurate models. The GLPD aims to be the primary benchmark dataset for model development and finetuning for license plate recognition.

Key facts. No citing papers in the map yet (data through 7 Oct 2026). Builds on 11 of its 24 references that are in the map. First posted on arXiv 22 Mar 2024.

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References · 11

  1. 2018Averaging Weights Leads to Wider Optima and Better Generalizationcited by 1,194
  2. 2015An End-to-End Trainable Neural Network for Image-based Sequence Recognition and Its Application to Scene Text Recognitioncited by 519
  3. 2022Scene Text Recognition with Permuted Autoregressive Sequence Modelscited by 148
  4. 2018Show, Attend and Read: A Simple and Strong Baseline for Irregular Text Recognitioncited by 130
  5. 2021What If We Only Use Real Datasets for Scene Text Recognition? Toward Scene Text Recognition With Fewer Labelscited by 63
  6. 2020Rethinking and Designing a High-performing Automatic License Plate Recognition Approachcited by 19
  7. 2023Do We Train on Test Data? The Impact of Near-Duplicates on License Plate Recognitioncited by 14
  8. 2016Reading Car License Plates Using Deep Convolutional Neural Networks and LSTMscited by 9
  9. 2021Why You Should Try the Real Data for the Scene Text Recognitioncited by 2
  10. 2021Indian Licence Plate Dataset in the wildcited by 2
  11. 2022Indian Commercial Truck License Plate Detection and Recognition for Weighbridge Automationcited by 1

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