Collections:
- Name: SVTR
  Metadata:
    Training Data: OCRDataset
    Training Techniques:
      - AdamW
    Training Resources: 4x Tesla A100
    Epochs: 20
    Batch Size: 2048
    Architecture:
      - STN
      - SVTREncoder
      - SVTRDecoder
  Paper:
    URL: https://arxiv.org/pdf/2205.00159.pdf
    Title: 'SVTR: Scene Text Recognition with a Single Visual Model'
  README: configs/textrecog/svtr/README.md

Models:
  - Name: svtr-small_20e_st_mj
    Alias: svtr-small
    In Collection: SVTR
    Config: configs/textrecog/svtr/svtr-small_20e_st_mj.py
    Metadata:
      Training Data:
        - SynthText
        - Syn90k
    Results:
      - Task: Text Recognition
        Dataset: IIIT5K
        Metrics:
          word_acc: 0.8553
      - Task: Text Recognition
        Dataset: SVT
        Metrics:
          word_acc: 0.9026
      - Task: Text Recognition
        Dataset: ICDAR2013
        Metrics:
          word_acc: 0.9448
      - Task: Text Recognition
        Dataset: ICDAR2015
        Metrics:
          word_acc: 0.7496
      - Task: Text Recognition
        Dataset: SVTP
        Metrics:
          word_acc: 0.8496
      - Task: Text Recognition
        Dataset: CT80
        Metrics:
          word_acc: 0.8854
    Weights: https://download.openmmlab.com/mmocr/textrecog/svtr/svtr-small_20e_st_mj/svtr-small_20e_st_mj-35d800d6.pth

  - Name: svtr-base_20e_st_mj
    Alias: svtr-base
    Batch Size: 1024
    In Collection: SVTR
    Config: configs/textrecog/svtr/svtr-base_20e_st_mj.py
    Metadata:
      Training Data:
        - SynthText
        - Syn90k
    Results:
      - Task: Text Recognition
        Dataset: IIIT5K
        Metrics:
          word_acc: 0.8570
      - Task: Text Recognition
        Dataset: SVT
        Metrics:
          word_acc: 0.9181
      - Task: Text Recognition
        Dataset: ICDAR2013
        Metrics:
          word_acc: 0.9438
      - Task: Text Recognition
        Dataset: ICDAR2015
        Metrics:
          word_acc: 0.7448
      - Task: Text Recognition
        Dataset: SVTP
        Metrics:
          word_acc: 0.8388
      - Task: Text Recognition
        Dataset: CT80
        Metrics:
          word_acc: 0.9028
    Weights: https://download.openmmlab.com/mmocr/textrecog/svtr/svtr-base_20e_st_mj/svtr-base_20e_st_mj-ea500101.pth