Downloads · 30 days
78
1% of all-time downloads
layoutlmv3-base-finetune-DocLayNet-100k
Kwan0/layoutlmv3-base-finetune-DocLayNet-100k
layoutlmv3-base-finetune-DocLayNet-100k is a token classification model from Kwan0. Use it when you need labels on individual words, such as names. It is set up for transformers.
This model is a fine-tuned version of microsoft/layoutlmv3-base on the pierreguillou/DocLayNet-large using bounding boxes and categories for lines (not for for paragraphs). It achieves the following results on the eva…
All-time downloads
13K
Public
Repo size
1 GB
Likes
3
Public
Repo makeup
Click a slice to open those files.
.bin504 MB · 99%
At a glance
- Task
- Token Classification
- Library
- transformers
- Model type
- layoutlmv3
- Access
- Public
- Created
- Oct 5, 2023
- Updated
- Oct 14, 2023
- SHA
- eb8245c8
Try a prompt
Base models
Datasets
Model card
From the Hugging Face model README
layoutlmv3-finetuned-funsd
This model is a fine-tuned version of microsoft/layoutlmv3-base on the pierreguillou/DocLayNet-large using bounding boxes and categories for lines (not for for paragraphs). It achieves the following results on the evaluation set:
- Loss: 0.33888205885887146,
- Precision: 0.8478835766832817,
- Recall: 0.8934488524091807,
- F1: 0.8700700634847538,
- Accuracy: 0.9574140990541197
The script for training can be found here: https://github.com/huggingface/transformers/tree/main/examples/research_projects/layoutlmv3
More information needed
Training procedure
Training hyperparameters
The following hyperparameters were used during training:
- learning_rate: 1e-05
- train_batch_size: 2
- eval_batch_size: 2
- training_steps: 100000
Framework versions
- Transformers 4.33.3
- Pytorch 1.11.0+cu115
- Datasets 2.14.5
- Tokenizers 0.13.3
- Task
- Token Classification
- Library
- transformers
- Type
- layoutlmv3
- Created
- Oct 5, 2023
- Updated
- Oct 14, 2023