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Commit 6db9c111 authored by Manon Blanco's avatar Manon Blanco
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Display metrics as percentages

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dan/ocr/evaluate.py
+ 9
− 2
View file @ 6db9c111
......@@ -94,7 +94,7 @@ def print_worst_predictions(all_inferences: Dict[str, List[Inference]]):
inference.prediction,
)
alignment_str = f'{alignment["query_aligned"]}\n{alignment["matched_aligned"]}\n{alignment["target_aligned"]}'
table.add_row([inference.image, inference.wer, alignment_str])
table.add_row([inference.image, round(inference.wer * 100, 2), alignment_str])
print(f"\n#### {NB_WORST_PREDICTIONS} worst prediction(s)\n")
print(table)
......@@ -126,7 +126,14 @@ def eval_nerval(
if not (ground_truths and predictions):
continue
scores = evaluate(ground_truths, predictions, threshold)
scores = {
key: {
k: round(value * 100, 2) if k in ["P", "R", "F1"] else value
for k, value in values.items()
}
for key, values in evaluate(ground_truths, predictions, threshold).items()
}
print(f"\n##### {split_name}\n")
print_results(scores)
......
tests/data/evaluate/metrics_table.md
+ 39
− 39
View file @ 6db9c111
......@@ -12,55 +12,55 @@
| tag | predicted | matched | Precision | Recall | F1 | Support |
|:---------:|:---------:|:-------:|:---------:|:------:|:-----:|:-------:|
| Surname | 2 | 2 | 1.0 | 1.0 | 1.0 | 2 |
| Surname | 2 | 2 | 100.0 | 100.0 | 100.0 | 2 |
| Patron | 2 | 0 | 0.0 | 0.0 | 0 | 1 |
| Operai | 2 | 2 | 1.0 | 1.0 | 1.0 | 2 |
| Louche | 2 | 1 | 0.5 | 0.5 | 0.5 | 2 |
| Koala | 2 | 2 | 1.0 | 1.0 | 1.0 | 2 |
| Firstname | 2 | 2 | 1.0 | 1.0 | 1.0 | 2 |
| Chalumeau | 1 | 1 | 1.0 | 1.0 | 1.0 | 1 |
| Batiment | 2 | 2 | 1.0 | 1.0 | 1.0 | 2 |
| All | 15 | 12 | 0.8 | 0.857 | 0.828 | 14 |
| Operai | 2 | 2 | 100.0 | 100.0 | 100.0 | 2 |
| Louche | 2 | 1 | 50.0 | 50.0 | 50.0 | 2 |
| Koala | 2 | 2 | 100.0 | 100.0 | 100.0 | 2 |
| Firstname | 2 | 2 | 100.0 | 100.0 | 100.0 | 2 |
| Chalumeau | 1 | 1 | 100.0 | 100.0 | 100.0 | 1 |
| Batiment | 2 | 2 | 100.0 | 100.0 | 100.0 | 2 |
| All | 15 | 12 | 80.0 | 85.71 | 82.76 | 14 |
##### val
| tag | predicted | matched | Precision | Recall | F1 | Support |
|:---------:|:---------:|:-------:|:---------:|:------:|:----:|:-------:|
| Surname | 1 | 0 | 0.0 | 0.0 | 0 | 1 |
| Patron | 1 | 1 | 1.0 | 1.0 | 1.0 | 1 |
| Operai | 1 | 0 | 0.0 | 0.0 | 0 | 1 |
| Louche | 1 | 1 | 1.0 | 1.0 | 1.0 | 1 |
| Koala | 1 | 1 | 1.0 | 1.0 | 1.0 | 1 |
| Firstname | 1 | 1 | 1.0 | 1.0 | 1.0 | 1 |
| Chalumeau | 1 | 1 | 1.0 | 1.0 | 1.0 | 1 |
| Batiment | 1 | 1 | 1.0 | 1.0 | 1.0 | 1 |
| All | 8 | 6 | 0.75 | 0.75 | 0.75 | 8 |
| tag | predicted | matched | Precision | Recall | F1 | Support |
|:---------:|:---------:|:-------:|:---------:|:------:|:-----:|:-------:|
| Surname | 1 | 0 | 0.0 | 0.0 | 0 | 1 |
| Patron | 1 | 1 | 100.0 | 100.0 | 100.0 | 1 |
| Operai | 1 | 0 | 0.0 | 0.0 | 0 | 1 |
| Louche | 1 | 1 | 100.0 | 100.0 | 100.0 | 1 |
| Koala | 1 | 1 | 100.0 | 100.0 | 100.0 | 1 |
| Firstname | 1 | 1 | 100.0 | 100.0 | 100.0 | 1 |
| Chalumeau | 1 | 1 | 100.0 | 100.0 | 100.0 | 1 |
| Batiment | 1 | 1 | 100.0 | 100.0 | 100.0 | 1 |
| All | 8 | 6 | 75.0 | 75.0 | 75.0 | 8 |
##### test
| tag | predicted | matched | Precision | Recall | F1 | Support |
|:---------:|:---------:|:-------:|:---------:|:------:|:-----:|:-------:|
| Surname | 1 | 1 | 1.0 | 1.0 | 1.0 | 1 |
| Louche | 1 | 1 | 1.0 | 1.0 | 1.0 | 1 |
| Koala | 1 | 1 | 1.0 | 1.0 | 1.0 | 1 |
| Firstname | 1 | 1 | 1.0 | 1.0 | 1.0 | 1 |
| Surname | 1 | 1 | 100.0 | 100.0 | 100.0 | 1 |
| Louche | 1 | 1 | 100.0 | 100.0 | 100.0 | 1 |
| Koala | 1 | 1 | 100.0 | 100.0 | 100.0 | 1 |
| Firstname | 1 | 1 | 100.0 | 100.0 | 100.0 | 1 |
| Chalumeau | 1 | 0 | 0.0 | 0.0 | 0 | 1 |
| Batiment | 1 | 1 | 1.0 | 1.0 | 1.0 | 1 |
| All | 6 | 5 | 0.833 | 0.833 | 0.833 | 6 |
| Batiment | 1 | 1 | 100.0 | 100.0 | 100.0 | 1 |
| All | 6 | 5 | 83.33 | 83.33 | 83.33 | 6 |
#### 5 worst prediction(s)
| Image name | WER | Alignment between ground truth - prediction |
|:----------------------------------------:|:------:|:---------------------------------------------------------:|
| 2c242f5c-e979-43c4-b6f2-a6d4815b651d.png | 0.5 | ⓈA ⒻCharles Ⓑ11 ⓁP ⒸC ⓀF ⓄA Ⓟ14331 |
| | | |.||||||||||||||||||||||||.||||.|| |
| | | Ⓢd ⒻCharles Ⓑ11 ⓁP ⒸC ⓀF Ⓞd Ⓟ14 31 |
| 0dfe8bcd-ed0b-453e-bf19-cc697012296e.png | 0.2667 | ⓈTemplié ⒻMarcelle Ⓑ93 ⓁJ Ⓚch ⓄE dachyle------- |
| | | ||||||||||||||||||||||||.|||||||||||.||.------- |
| | | ⓈTemplié ⒻMarcelle Ⓑ93 ⓁS Ⓚch ⓄE dactylo Ⓟ18376 |
| ffdec445-7f14-4f5f-be44-68d0844d0df1.png | 0.1429 | ⓈNaudin ⒻMarie Ⓑ53 ⓁS ⒸV ⓀBelle mère |
| | | |||||||||||||||||||||||.|||||||||||| |
| | | ⓈNaudin ⒻMarie Ⓑ53 ⓁS Ⓒv ⓀBelle mère |
| 0a56e8b3-95cd-4fa5-a17b-5b0ff9e6ea84.png | 0.125 | ⓈBellisson ⒻGeorges Ⓑ91 ⓁP ⒸM ⓀCh ⓄPlombier Ⓟ-------12241 |
| | | |||||||||||||||||||||||||||||||||||||||||||||-------||||| |
| | | ⓈBellisson ⒻGeorges Ⓑ91 ⓁP ⒸM ⓀCh ⓄPlombier ⓅPatron?12241 |
| Image name | WER | Alignment between ground truth - prediction |
|:----------------------------------------:|:-----:|:---------------------------------------------------------:|
| 2c242f5c-e979-43c4-b6f2-a6d4815b651d.png | 50.0 | ⓈA ⒻCharles Ⓑ11 ⓁP ⒸC ⓀF ⓄA Ⓟ14331 |
| | | |.||||||||||||||||||||||||.||||.|| |
| | | Ⓢd ⒻCharles Ⓑ11 ⓁP ⒸC ⓀF Ⓞd Ⓟ14 31 |
| 0dfe8bcd-ed0b-453e-bf19-cc697012296e.png | 26.67 | ⓈTemplié ⒻMarcelle Ⓑ93 ⓁJ Ⓚch ⓄE dachyle------- |
| | | ||||||||||||||||||||||||.|||||||||||.||.------- |
| | | ⓈTemplié ⒻMarcelle Ⓑ93 ⓁS Ⓚch ⓄE dactylo Ⓟ18376 |
| ffdec445-7f14-4f5f-be44-68d0844d0df1.png | 14.29 | ⓈNaudin ⒻMarie Ⓑ53 ⓁS ⒸV ⓀBelle mère |
| | | |||||||||||||||||||||||.|||||||||||| |
| | | ⓈNaudin ⒻMarie Ⓑ53 ⓁS Ⓒv ⓀBelle mère |
| 0a56e8b3-95cd-4fa5-a17b-5b0ff9e6ea84.png | 12.5 | ⓈBellisson ⒻGeorges Ⓑ91 ⓁP ⒸM ⓀCh ⓄPlombier Ⓟ-------12241 |
| | | |||||||||||||||||||||||||||||||||||||||||||||-------||||| |
| | | ⓈBellisson ⒻGeorges Ⓑ91 ⓁP ⒸM ⓀCh ⓄPlombier ⓅPatron?12241 |
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