4 papers
FastTab: A Fast Table Recognizer with a Tiny Recursive Module and 1D Transformers
Laziz Hamdi, Amine Tamasna, Pascal Boisson +1
Table structure recognition (TSR) requires both table-level coherence (row/column counts, headers, spanning cells) and precise separator localization. We introduce FastTab, a grid-…
DenTab: A Dataset for Table Recognition and Visual QA on Real-World Dental Estimates
Laziz Hamdi, Amine Tamasna, Thierry Paquet
Tables condense key transactional and administrative information into compact layouts, but practical extraction requires more than text recognition: systems must also recover struc…
TableSeq: Unified Generation of Structure, Content, and Layout
Laziz Hamdi, Amine Tamasna, Pascal Boisson +1
We present TableSeq, an image-only, end-to-end framework for joint table structure recognition, content recognition, and cell localization. The model formulates these tasks as a si…
PILOT: A Promptable Interleaved Layout-aware OCR Transformer
Laziz Hamdi, Amine Tamasna, Pascal Boisson +1
Classical OCR pipelines decompose document reading into detection, segmentation, and recognition stages, which makes them sensitive to localization errors and difficult to extend t…