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| Collections: | |
| - Name: NRTR | |
| Metadata: | |
| Training Data: OCRDataset | |
| Training Techniques: | |
| - Adam | |
| Epochs: 6 | |
| Batch Size: 384 | |
| Training Resources: 1x NVIDIA A100-SXM4-80GB | |
| Architecture: | |
| - CNN | |
| - NRTREncoder | |
| - NRTRDecoder | |
| Paper: | |
| URL: https://arxiv.org/pdf/1806.00926.pdf | |
| Title: 'NRTR: A No-Recurrence Sequence-to-Sequence Model For Scene Text Recognition' | |
| README: configs/textrecog/nrtr/README.md | |
| Models: | |
| - Name: nrtr_modality-transform_6e_st_mj | |
| In Collection: NRTR | |
| Config: configs/textrecog/nrtr/nrtr_modality-transform_6e_st_mj.py | |
| Metadata: | |
| Training Data: | |
| - SynthText | |
| - Syn90k | |
| Results: | |
| - Task: Text Recognition | |
| Dataset: IIIT5K | |
| Metrics: | |
| word_acc: 0.9150 | |
| - Task: Text Recognition | |
| Dataset: SVT | |
| Metrics: | |
| word_acc: 0.8825 | |
| - Task: Text Recognition | |
| Dataset: ICDAR2013 | |
| Metrics: | |
| word_acc: 0.9369 | |
| - Task: Text Recognition | |
| Dataset: ICDAR2015 | |
| Metrics: | |
| word_acc: 0.7232 | |
| - Task: Text Recognition | |
| Dataset: SVTP | |
| Metrics: | |
| word_acc: 0.7783 | |
| - Task: Text Recognition | |
| Dataset: CT80 | |
| Metrics: | |
| word_acc: 0.7500 | |
| Weights: https://download.openmmlab.com/mmocr/textrecog/nrtr/nrtr_modality-transform_6e_st_mj/nrtr_modality-transform_6e_st_mj_20220916_103322-bd9425be.pth | |
| - Name: nrtr_resnet31-1by8-1by4_6e_st_mj | |
| Alias: | |
| - NRTR | |
| - NRTR_1/8-1/4 | |
| In Collection: NRTR | |
| Config: configs/textrecog/nrtr/nrtr_resnet31-1by8-1by4_6e_st_mj.py | |
| Metadata: | |
| Training Data: | |
| - SynthText | |
| - Syn90k | |
| Results: | |
| - Task: Text Recognition | |
| Dataset: IIIT5K | |
| Metrics: | |
| word_acc: 0.9483 | |
| - Task: Text Recognition | |
| Dataset: SVT | |
| Metrics: | |
| word_acc: 0.8825 | |
| - Task: Text Recognition | |
| Dataset: ICDAR2013 | |
| Metrics: | |
| word_acc: 0.9507 | |
| - Task: Text Recognition | |
| Dataset: ICDAR2015 | |
| Metrics: | |
| word_acc: 0.7559 | |
| - Task: Text Recognition | |
| Dataset: SVTP | |
| Metrics: | |
| word_acc: 0.8016 | |
| - Task: Text Recognition | |
| Dataset: CT80 | |
| Metrics: | |
| word_acc: 0.8889 | |
| Weights: https://download.openmmlab.com/mmocr/textrecog/nrtr/nrtr_resnet31-1by8-1by4_6e_st_mj/nrtr_resnet31-1by8-1by4_6e_st_mj_20220916_103322-a6a2a123.pth | |
| - Name: nrtr_resnet31-1by16-1by8_6e_st_mj | |
| Alias: NRTR_1/16-1/8 | |
| In Collection: NRTR | |
| Config: configs/textrecog/nrtr/nrtr_resnet31-1by16-1by8_6e_st_mj.py | |
| Metadata: | |
| Training Data: | |
| - SynthText | |
| - Syn90k | |
| Results: | |
| - Task: Text Recognition | |
| Dataset: IIIT5K | |
| Metrics: | |
| word_acc: 0.9470 | |
| - Task: Text Recognition | |
| Dataset: SVT | |
| Metrics: | |
| word_acc: 0.8964 | |
| - Task: Text Recognition | |
| Dataset: ICDAR2013 | |
| Metrics: | |
| word_acc: 0.9399 | |
| - Task: Text Recognition | |
| Dataset: ICDAR2015 | |
| Metrics: | |
| word_acc: 0.7357 | |
| - Task: Text Recognition | |
| Dataset: SVTP | |
| Metrics: | |
| word_acc: 0.7969 | |
| - Task: Text Recognition | |
| Dataset: CT80 | |
| Metrics: | |
| word_acc: 0.8854 | |
| Weights: https://download.openmmlab.com/mmocr/textrecog/nrtr/nrtr_resnet31-1by16-1by8_6e_st_mj/nrtr_resnet31-1by16-1by8_6e_st_mj_20220920_143358-43767036.pth | |