A machine learning framework for extracting information from biological pathway images in the literature

Training and validation datasets_arrow detection.zip:
Training and validation datasets for arrow detection using Faster R-CNN model. A total of 6,471 images have been prepared, including 2,332 images from five different sources and 4,139 augmented images.

Test dataset_arrow detection.zip:
Test dataset for arrow detection using Faster R-CNN model. A total of 100 images have been prepared from 89 papers searched through PubMed Central (PMC).

EBPI outputs.txt:
Reaction information extracted using EBPI from 49,846 biological pathway images across 466 target chemicals.