mlsanityData to 7 Oct 2026

Open Images V5 Text Annotation and Yet Another Mask Text Spotter

arXiv 2106.12326 ↗First posted 23 Jun 2021cs.CVcited by 46

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Abstract (arXiv)

A large scale human-labeled dataset plays an important role in creating high quality deep learning models. In this paper we present text annotation for Open Images V5 dataset. To our knowledge it is the largest among publicly available manually created text annotations. Having this annotation we trained a simple Mask-RCNN-based network, referred as Yet Another Mask Text Spotter (YAMTS), which achieves competitive performance or even outperforms current state-of-the-art approaches in some cases on ICDAR2013, ICDAR2015 and Total-Text datasets. Code for text spotting model available online at: https://github.com/openvinotoolkit/training_extensions. The model can be exported to OpenVINO-format and run on Intel CPUs.

Key facts. Cited by 46 papers in the map (data through 7 Oct 2026). Builds on 17 of its 21 references that are in the map. First posted on arXiv 23 Jun 2021.

Builds on

17 of 21 references.

References · 17

  1. 2014ImageNet Large Scale Visual Recognition Challengecited by 8,441
  2. 2014Neural Machine Translation by Jointly Learning to Align and Translatecited by 4,530
  3. 2015SSD: Single Shot MultiBox Detectorcited by 3,125
  4. 2015An End-to-End Trainable Neural Network for Image-based Sequence Recognition and Its Application to Scene Text Recognitioncited by 519
  5. 2016Synthetic Data for Text Localisation in Natural Imagescited by 396
  6. 2019Mask TextSpotter: An End-to-End Trainable Neural Network for Spotting Text with Arbitrary Shapescited by 171
  7. 2020ABCNet: Real-time Scene Text Spotting with Adaptive Bezier-Curve Networkcited by 170
  8. 2021TextOCR: Towards large-scale end-to-end reasoning for arbitrary-shaped scene textcited by 170
  9. 2017Total-Text: A Comprehensive Dataset for Scene Text Detection and Recognitioncited by 161
  10. 2019ICDAR2019 Robust Reading Challenge on Arbitrary-Shaped Text (RRC-ArT)cited by 147
  11. 2019ICDAR2019 Robust Reading Challenge on Multi-lingual Scene Text Detection and Recognition -- RRC-MLT-2019cited by 138
  12. 2018TextBoxes++: A Single-Shot Oriented Scene Text Detectorcited by 119
5 more
  1. 2020Mask TextSpotter v3: Segmentation Proposal Network for Robust Scene Text Spottingcited by 114
  2. 2017Detecting Curve Text in the Wild: New Dataset and New Solutioncited by 82
  3. 2020MANGO: A Mask Attention Guided One-Stage Scene Text Spottercited by 51
  4. 2020UnrealText: Synthesizing Realistic Scene Text Images from the Unreal Worldcited by 43
  5. 2020Character Region Attention For Text Spottingcited by 42

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Cited by year (2026 to 7 Oct)

Citing papers per year: 2021: 1; 2022: 10; 2023: 11; 2024: 12; 2025: 9; 2026: 3.

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  1. 2024DeepSeek-VL: Towards Real-World Vision-Language Understandingcited by 718
  2. 2022Scene Text Recognition with Permuted Autoregressive Sequence Modelscited by 148
  3. 2022Towards End-to-End Unified Scene Text Detection and Layout Analysiscited by 96
  4. 2024OmniParser: A Unified Framework for Text Spotting, Key Information Extraction and Table Recognitioncited by 74
  5. 2023SATR: Zero-Shot Semantic Segmentation of 3D Shapescited by 62
  6. 2023Revisiting Scene Text Recognition: A Data Perspectivecited by 45
  7. 2022GLASS: Global to Local Attention for Scene-Text Spottingcited by 34
  8. 2024MLLMGuard: A Multi-dimensional Safety Evaluation Suite for Multimodal Large Language Modelscited by 34
  9. 2023CLIP4STR: A Simple Baseline for Scene Text Recognition with Pre-trained Vision-Language Modelcited by 30
  10. 2023ICDAR 2023 Competition on Hierarchical Text Detection and Recognitioncited by 23
  11. 2025OmniParser V2: Structured-Points-of-Thought for Unified Visual Text Parsing and Its Generality to Multimodal Large Language Modelscited by 22
  12. 2025Marten: Visual Question Answering with Mask Generation for Multi-modal Document Understandingcited by 20
34 more
  1. 2025A Token-level Text Image Foundation Model for Document Understandingcited by 13
  2. 2022Out-of-Vocabulary Challenge Reportcited by 11
  3. 2024Out of Length Text Recognition with Sub-String Matchingcited by 11
  4. 2025Multitwine: Multi-Object Compositing with Text and Layout Controlcited by 9
  5. 2022Task Bias in Vision-Language Modelscited by 8
  6. 2023Hierarchical Text Spotter for Joint Text Spotting and Layout Analysiscited by 8
  7. 2023Multi-Granularity Prediction with Learnable Fusion for Scene Text Recognitioncited by 7
  8. 2023An Empirical Study of Scaling Law for OCRcited by 7
  9. 2022On Web-based Visual Corpus Construction for Visual Document Understandingcited by 5
  10. 2023DISGO: Automatic End-to-End Evaluation for Scene Text OCRcited by 4
  11. 2024VL-Reader: Vision and Language Reconstructor is an Effective Scene Text Recognizercited by 4
  12. 2026MonkeyOCRv2: A Visual-Text Foundation Model for Document AIcited by 4
  13. 2024Decoder Pre-Training with only Text for Scene Text Recognitioncited by 3
  14. 2021Why You Should Try the Real Data for the Scene Text Recognitioncited by 2
  15. 2022Vision-Language Adaptive Mutual Decoder for OOV-STRcited by 2
  16. 2023RusTitW: Russian Language Text Dataset for Visual Text in-the-Wild Recognitioncited by 2
  17. 2023STEP -- Towards Structured Scene-Text Spottingcited by 2
  18. 2024Platypus: A Generalized Specialist Model for Reading Text in Various Formscited by 2
  19. 2022Runner-Up Solution to ECCV 2022 Challenge on Out of Vocabulary Scene Text Understanding: Cropped Word Recognitioncited by 1
  20. 2022Indian Commercial Truck License Plate Detection and Recognition for Weighbridge Automationcited by 1
  21. 2025MOBIUS: Big-to-Mobile Universal Instance Segmentation via Multi-modal Bottleneck Fusion and Calibrated Decoder Pruningcited by 1
  22. 2025ZING-3D: Zero-shot Incremental 3D Scene Graphs via Vision-Language Modelscited by 1
  23. 20221st Place Solution to ECCV 2022 Challenge on Out of Vocabulary Scene Text Understanding: End-to-End Recognition of Out of Vocabulary Wordscited by 0
  24. 2023Reading Between the Mud: A Challenging Motorcycle Racer Number Datasetcited by 0
  25. 2024Beyond the Mud: Datasets and Benchmarks for Computer Vision in Off-Road Racingcited by 0
  26. 2024Open-Vocabulary Scene Text Recognition via Pseudo-Image Labeling and Margin Losscited by 0
  27. 2024HAAP: Vision-context Hierarchical Attention Autoregressive with Adaptive Permutation for Scene Text Recognitioncited by 0
  28. 2024Text Image Generation for Low-Resource Languages with Dual Translation Learningcited by 0
  29. 2024Stratified Domain Adaptation: A Progressive Self-Training Approach for Scene Text Recognitioncited by 0
  30. 2025Accurate Scene Text Recognition with Efficient Model Scaling and Cloze Self-Distillationcited by 0
  31. 2025TEACH: Text Encoding as Curriculum Hints for Scene Text Recognitioncited by 0
  32. 2025Text-VQA Aug: Pipelined Harnessing of Large Multimodal Models for Automated Synthesiscited by 0
  33. 2026PositionOCR: Augmenting Positional Awareness in Multi-Modal Models via Hybrid Specialist Integrationcited by 0
  34. 2026Segmenting, Fast and Slow: Real-Time Open-Vocabulary Video Instance Segmentation with Dual-Path Processingcited by 0