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---
license: mit
widget:
- src: https://www.invoicesimple.com/wp-content/uploads/2018/06/Sample-Invoice-printable.png
example_title: Invoice
---
# Table Transformer (fine-tuned for Table Detection)
Table Transformer (DETR) model trained on PubTables1M. It was introduced in the paper [PubTables-1M: Towards Comprehensive Table Extraction From Unstructured Documents](https://arxiv.org/abs/2110.00061) by Smock et al. and first released in [this repository](https://github.com/microsoft/table-transformer).
Disclaimer: The team releasing Table Transformer did not write a model card for this model so this model card has been written by the Hugging Face team.
## Model description
The Table Transformer is equivalent to [DETR](https://huggingface.co/docs/transformers/model_doc/detr), a Transformer-based object detection model. Note that the authors decided to use the "normalize before" setting of DETR, which means that layernorm is applied before self- and cross-attention.
## Usage
You can use the raw model for detecting tables in documents. See the [documentation](https://huggingface.co/docs/transformers/main/en/model_doc/table-transformer) for more info.

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{
"activation_dropout": 0.0,
"activation_function": "relu",
"architectures": [
"TableTransformerForObjectDetection"
],
"attention_dropout": 0.0,
"auxiliary_loss": false,
"backbone": "resnet18",
"bbox_cost": 5,
"bbox_loss_coefficient": 5,
"ce_loss_coefficient": 1,
"class_cost": 1,
"d_model": 256,
"decoder_attention_heads": 8,
"decoder_ffn_dim": 2048,
"decoder_layerdrop": 0.0,
"decoder_layers": 6,
"dice_loss_coefficient": 1,
"dilation": false,
"dropout": 0.1,
"encoder_attention_heads": 8,
"encoder_ffn_dim": 2048,
"encoder_layerdrop": 0.0,
"encoder_layers": 6,
"eos_coefficient": 0.4,
"giou_cost": 2,
"giou_loss_coefficient": 2,
"id2label": {
"0": "table",
"1": "table rotated"
},
"init_std": 0.02,
"init_xavier_std": 1.0,
"is_encoder_decoder": true,
"label2id": {
"table": 0,
"table rotated": 1
},
"mask_loss_coefficient": 1,
"max_position_embeddings": 1024,
"model_type": "table-transformer",
"num_channels": 3,
"num_hidden_layers": 6,
"num_queries": 15,
"position_embedding_type": "sine",
"scale_embedding": false,
"torch_dtype": "float32",
"transformers_version": "4.24.0.dev0",
"use_pretrained_backbone": true
}

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{
"do_normalize": true,
"do_resize": true,
"feature_extractor_type": "DetrFeatureExtractor",
"format": "coco_detection",
"image_mean": [
0.485,
0.456,
0.406
],
"image_std": [
0.229,
0.224,
0.225
],
"max_size": 800,
"size": 800
}

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