4 papers
DistilDoc: Knowledge Distillation for Visually-Rich Document Applications
Jordy Van Landeghem, Subhajit Maity, Ayan Banerjee +4
This work explores knowledge distillation (KD) for visually-rich document (VRD) applications such as document layout analysis (DLA) and document image classification (DIC). While V…
CraftSVG: Multi-Object Text-to-SVG Synthesis via Layout Guided Diffusion
Ayan Banerjee, Nityanand Mathur, Josep Llados +2
Generating VectorArt from text prompts is a challenging vision task, requiring diverse yet realistic depictions of the seen as well as unseen entities. However, existing research h…
GraphKD: Exploring Knowledge Distillation Towards Document Object Detection with Structured Graph Creation
Ayan Banerjee, Sanket Biswas, Josep Lladós +1
Object detection in documents is a key step to automate the structural elements identification process in a digital or scanned document through understanding the hierarchical struc…
Harnessing the Power of Multi-Lingual Datasets for Pre-training: Towards Enhancing Text Spotting Performance
Alloy Das, Sanket Biswas, Ayan Banerjee +3
The adaptation capability to a wide range of domains is crucial for scene text spotting models when deployed to real-world conditions. However, existing state-of-the-art (SOTA) app…