ICDAR 2025 FEST:
Competition on FEw-Shot Text line segmentation of ancient handwritten documents
Competition on FEw-Shot Text line segmentation of ancient handwritten documents
We are glad to announce the Competition on FEw-Shot Text line segmentation of ancient handwritten documents (FEST), which will be held in conjuction with the 19th International Conference on Document Analysis and Recognition ICDAR 2025.
Text line segmentation is a crucial component of Document Image Analysis, particularly for ancient handwritten documents. It directly influences subsequent tasks like optical character recognition, layout analysis, and information extraction. However, segmenting text lines in such documents poses unique challenges due to irregular handwriting, faded ink, and complex layouts with overlapping lines and non-linear text flow. Additionally, the lack of large annotated datasets makes fully supervised learning approaches impractical for historical documents.
This competition challenges participants to develop systems capable of segmenting text lines using only three annotated images per manuscript for training. The dataset features a diverse collection of ancient manuscripts with varying layouts, levels of degradation, and non-standard formatting, reflecting real-world complexities. By focusing on few-shot learning, this competition aims to encourage the development of methods that can be readily applied by humanities scholars without the need for extensive manual annotation, fostering broader adoption of automated document analysis tools.
Important Dates
Registration Open: 10 December, 2024
Test set release to participants: 7 April, 2025
Deadline of Competition: 20 April, 2025 New Deadline: 25 April, 2025 23:59 AoE
Announcement of winner: 30 June, 2025
Winners
Final ranking of the competition, defined by the score obtained by the systems on the Line IU metric. The best-performing method for each metric is highlighted in bold.