metadata
license: mit
tags:
- table-transformer
- table detection
- table structure recognition
- int8
- Intel® Neural Compressor
- neural-compressor
- PostTrainingStatic
- onnx
datasets:
- bsmock/pubtables-1m
INT8 Table Transformer
Post-training static quantization
ONNX
This repo contains the models for:
- Table detection,
- Table structure recognition,
The original FP32 PyTorch model comes from bsmock/tatr-pubtables1m-v1.0. The INT8 ONNX models are quantized with Intel® Neural Compressor.
Refer to this link for model preparation, quantization and benchmark scripts.
Test result
Table detection:
| INT8 | FP32 | |
|---|---|---|
| COCO metrics (AP) | 0.9691 | 0.9706 |
| Model size (MB) | 56 | 111 |
Table structure recognition：
| INT8 | FP32 | |
|---|---|---|
| Model size (MB) | 56 | 111 |