4 papers
Bottom-up Modeling of Repeated Elements via Single Image Analysis-by-Synthesis
Syrine Kalleli, Alexei A. Efros, Mathieu Aubry
We address the problem of discovering repeated elements from a single image. In contrast to existing approaches that depend on large annotated datasets, curated multi-image collect…
PoM: A Linear-Time Replacement for Attention with the Polynomial Mixer
David Picard, Nicolas Dufour, Lucas Degeorge +14
This paper introduces the Polynomial Mixer (PoM), a novel token mixing mechanism with linear complexity that serves as a drop-in replacement for self-attention. PoM aggregates inpu…
General Detection-based Text Line Recognition
Raphael Baena, Syrine Kalleli, Mathieu Aubry
We introduce a general detection-based approach to text line recognition, be it printed (OCR) or handwritten (HTR), with Latin, Chinese, or ciphered characters. Detection-based app…
Historical Astronomical Diagrams Decomposition in Geometric Primitives
Syrine Kalleli, Scott Trigg, Ségolène Albouy +2
Automatically extracting the geometric content from the hundreds of thousands of diagrams drawn in historical manuscripts would enable historians to study the diffusion of astronom…