layoutlmv3-finetuned-invoice

Sourav1111/layoutlmv3-finetuned-invoice

layoutlmv3-finetuned-invoice is a token classification model from Sourav1111. Use it when you need labels on individual words, such as names. It is set up for transformers. The card lists the license as cc-by-nc-sa-4.0.

should probably proofread and complete it, then remove this comment. --

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At a glance

Task: Token Classification
Library: transformers
License: cc-by-nc-sa-4.0
Model type: layoutlmv3
Access: Public
Created: Sep 27, 2024
Updated: Sep 27, 2024
SHA: 02d06131

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Base models

microsoft/layoutlmv3-base

Model card

From the Hugging Face model README

layoutlmv3-finetuned-invoice

This model is a fine-tuned version of microsoft/layoutlmv3-base on the None dataset. It achieves the following results on the evaluation set:

Loss: 0.0026
Precision: 1.0
Recall: 1.0
F1: 1.0
Accuracy: 1.0

Model description

More information needed

Intended uses & limitations

More information needed

Training and evaluation data

More information needed

Training procedure

Training hyperparameters

The following hyperparameters were used during training:

learning_rate: 0.0001
train_batch_size: 4
eval_batch_size: 8
seed: 42
optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
lr_scheduler_type: linear
num_epochs: 5

Training results

Training Loss	Epoch	Step	Validation Loss	Precision	Recall	F1	Accuracy
0.2437	1.25	100	0.1687	0.8536	0.9088	0.8803	0.9675
0.006	2.5	200	0.0026	1.0	1.0	1.0	1.0
0.0071	3.75	300	0.0015	1.0	1.0	1.0	1.0
0.002	5.0	400	0.0012	1.0	1.0	1.0	1.0

Framework versions

Transformers 4.44.2
Pytorch 2.4.1+cu121
Datasets 3.0.1
Tokenizers 0.19.1

Task: Token Classification
Library: transformers
Type: layoutlmv3
License: cc-by-nc-sa-4.0
Created: Sep 27, 2024
Updated: Sep 27, 2024