configs/textrecog/master/metafile.yml

Collections:
  - Name: MASTER
    Metadata:
      Training Data: OCRDataset
      Training Techniques:
        - Adam
      Epochs: 12
      Batch Size: 2048
      Training Resources: 4x NVIDIA A100-SXM4-80GB
      Architecture:
        - ResNet31-GCAModule
        - MASTERDecoder
    Paper:
      URL: https://arxiv.org/abs/1910.02562
      Title: "MASTER: Multi-Aspect Non-local Network for Scene Text Recognition"
    README: configs/textrecog/master/README.md

Models:
  - Name: master_resnet31_12e_st_mj_sa
    Alias: MASTER
    In Collection: MASTER
    Config: configs/textrecog/master/master_resnet31_12e_st_mj_sa.py
    Metadata:
      Training Data:
        - SynthText
        - SynthAdd
        - Syn90k
    Results:
      - Task: Text Recognition
        Dataset: IIIT5K
        Metrics:
          word_acc: 0.9490
      - Task: Text Recognition
        Dataset: SVT
        Metrics:
          word_acc: 0.8967
      - Task: Text Recognition
        Dataset: ICDAR2013
        Metrics:
          word_acc: 0.9517
      - Task: Text Recognition
        Dataset: ICDAR2015
        Metrics:
          word_acc: 0.7631
      - Task: Text Recognition
        Dataset: SVTP
        Metrics:
          word_acc: 0.8465
      - Task: Text Recognition
        Dataset: CT80
        Metrics:
          word_acc: 0.8854
    Weights: https://download.openmmlab.com/mmocr/textrecog/master/master_resnet31_12e_st_mj_sa/master_resnet31_12e_st_mj_sa_20220915_152443-f4a5cabc.pth