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metadata
library_name: YOLO
license: mit
tags:
  - YOLO
  - object-detection
  - dla
  - historical
metrics:
  - P
  - R
  - mAP@50
  - mAP@50-95
pipeline_tag: object-detection
version:
  - YOLOv8

YOLOv8 - PELLET Casimir Marius - Line + Illustration detection

This model predicts the following elements from document images:

  • text line
  • illustration

Model description

The model has been trained using the YOLOv8 library on PELLET Casimir Marius dataset. It has been trained on images with their dimensions equal to 640 pixels, starting from the YOLOv8m checkpoint.

Evaluation results

The model achieves the following results:

Set Class Images Instances P R mAP@50 mAP@50-95
train all 80 881 0.707 0.823 0.825 0.457
text line 80 843 0.801 0.73 0.781 0.275
illustration 80 38 0.613 0.916 0.87 0.64
val all 10 129 0.608 0.872 0.847 0.493
text line 10 125 0.791 0.744 0.7 0.256
illustration 10 4 0.424 1 0.995 0.731
test all 10 125 0.767 0.881 0.932 0.556
text line 10 122 0.903 0.763 0.868 0.331
illustration 10 3 0.631 1 0.995 0.78

How to use?