← Search

Declan P. O'Regan

2 accepted papers

2025

STiL: Semi-supervised Tabular-Image Learning for Comprehensive Task-Relevant Information Exploration in Multimodal Classification

CVPR 2025poster

Multimodal image-tabular learning is gaining attention, yet it faces challenges due to limited labeled data. While earlier work has applied self-supervised learning (SSL) to unlabeled data, its task-agnostic nature often results in learning suboptimal features for downstream tasks. Semi-supervised l…

2024

TIP: Tabular-Image Pre-training for Multimodal Classification with Incomplete Data

ECCV 2024poster

"Images and structured tables are essential parts of real-world databases. Though tabular-image representation learning is promising for creating new insights, it remains a challenging task, as tabular data is typically heterogeneous and incomplete, presenting significant modality disparities with i…