mmocr/configs/textrecog/abinet/metafile.yml

Collections:
- Name: ABINet
  Metadata:
    Training Data: OCRDataset
    Training Techniques:
      - Adam
    Epochs: 20
    Batch Size: 1536
    Training Resources: 8x Tesla V100
    Architecture:
      - ResNetABI
      - ABIVisionModel
      - ABILanguageDecoder
      - ABIFuser
  Paper:
    URL: https://arxiv.org/pdf/2103.06495.pdf
    Title: 'Read Like Humans: Autonomous, Bidirectional and Iterative Language Modeling for Scene Text Recognition'
  README: configs/textrecog/abinet/README.md

Models:
  - Name: abinet_vision_only_academic
    In Collection: ABINet
    Config: configs/textrecog/abinet/abinet_vision_only_academic.py
    Metadata:
      Training Data:
        - SynthText
        - Syn90k
    Results:
      - Task: Text Recognition
        Dataset: IIIT5K
        Metrics:
          word_acc: 94.7
      - Task: Text Recognition
        Dataset: SVT
        Metrics:
          word_acc: 91.7
      - Task: Text Recognition
        Dataset: ICDAR2013
        Metrics:
          word_acc: 93.6
      - Task: Text Recognition
        Dataset: ICDAR2015
        Metrics:
          word_acc: 83.0
      - Task: Text Recognition
        Dataset: SVTP
        Metrics:
          word_acc: 85.1
      - Task: Text Recognition
        Dataset: CT80
        Metrics:
          word_acc: 86.5
    Weights: https://download.openmmlab.com/mmocr/textrecog/abinet/abinet_vision_only_academic-e6b9ea89.pth

  - Name: abinet_academic
    In Collection: ABINet
    Config: configs/textrecog/abinet/abinet_academic.py
    Metadata:
      Training Data:
        - SynthText
        - Syn90k
    Results:
      - Task: Text Recognition
        Dataset: IIIT5K
        Metrics:
          word_acc: 95.7
      - Task: Text Recognition
        Dataset: SVT
        Metrics:
          word_acc: 94.6
      - Task: Text Recognition
        Dataset: ICDAR2013
        Metrics:
          word_acc: 95.7
      - Task: Text Recognition
        Dataset: ICDAR2015
        Metrics:
          word_acc: 85.1
      - Task: Text Recognition
        Dataset: SVTP
        Metrics:
          word_acc: 90.4
      - Task: Text Recognition
        Dataset: CT80
        Metrics:
          word_acc: 90.3
    Weights: https://download.openmmlab.com/mmocr/textrecog/abinet/abinet_academic-f718abf6.pth